LD1R and LD2R variants of c2 microkernel
- Instead of 1 LD1 and 4 DUP, use 4 LD1R or 2 LD2R
PiperOrigin-RevId: 410613731
diff --git a/BUILD.bazel b/BUILD.bazel
index 0949bf2..0d1f990 100644
--- a/BUILD.bazel
+++ b/BUILD.bazel
@@ -2479,6 +2479,8 @@
"src/qc8-dwconv/gen/up32x9-minmax-fp32-neon-mul16.c",
"src/qc8-dwconv/gen/up32x25-minmax-fp32-neon-mul16.c",
"src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qc8-gemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c",
"src/qc8-gemm/gen/1x8c4-minmax-fp32-neon-mlal-dup.c",
@@ -2486,6 +2488,8 @@
"src/qc8-gemm/gen/1x8c8-minmax-fp32-neon-mlal.c",
"src/qc8-gemm/gen/1x16-minmax-fp32-neon-mlal-lane.c",
"src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qc8-gemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c",
"src/qc8-gemm/gen/2x8c4-minmax-fp32-neon-mlal-dup.c",
@@ -2493,6 +2497,8 @@
"src/qc8-gemm/gen/2x8c8-minmax-fp32-neon-mlal.c",
"src/qc8-gemm/gen/4x16-minmax-fp32-neon-mlal-lane.c",
"src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qc8-igemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c",
"src/qc8-igemm/gen/1x8c4-minmax-fp32-neon-mlal-dup.c",
@@ -2500,6 +2506,8 @@
"src/qc8-igemm/gen/1x8c8-minmax-fp32-neon-mlal.c",
"src/qc8-igemm/gen/1x16-minmax-fp32-neon-mlal-lane.c",
"src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qc8-igemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c",
"src/qc8-igemm/gen/2x8c4-minmax-fp32-neon-mlal-dup.c",
@@ -2554,11 +2562,17 @@
"src/qs8-gemm/gen/1x8-minmax-gemmlowp-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/1x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c",
"src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c",
"src/qs8-gemm/gen/1x8c2s4-minmax-rndnu-neon-mlal.c",
@@ -2580,8 +2594,12 @@
"src/qs8-gemm/gen/1x16-minmax-rndnu-neon-mlal-lane.c",
"src/qs8-gemm/gen/1x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/1x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-gemm/gen/1x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2595,11 +2613,17 @@
"src/qs8-gemm/gen/2x8-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-gemm/gen/2x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c",
"src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c",
"src/qs8-gemm/gen/2x8c2s4-minmax-rndnu-neon-mlal.c",
@@ -2618,8 +2642,12 @@
"src/qs8-gemm/gen/2x16-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-gemm/gen/2x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/2x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-gemm/gen/2x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2633,8 +2661,12 @@
"src/qs8-gemm/gen/3x8-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-gemm/gen/3x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/3x8c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-gemm/gen/3x8c2s4-minmax-rndnu-neon-mull.c",
@@ -2648,8 +2680,12 @@
"src/qs8-gemm/gen/3x16-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-gemm/gen/3x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/3x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-gemm/gen/3x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2663,8 +2699,12 @@
"src/qs8-gemm/gen/4x8-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-gemm/gen/4x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/4x8c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-gemm/gen/4x8c2s4-minmax-rndnu-neon-mull.c",
@@ -2681,8 +2721,12 @@
"src/qs8-gemm/gen/4x16-minmax-rndnu-neon-mlal-lane.c",
"src/qs8-gemm/gen/4x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-gemm/gen/4x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-gemm/gen/4x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2699,11 +2743,17 @@
"src/qs8-igemm/gen/1x8-minmax-gemmlowp-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/1x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c",
"src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c",
"src/qs8-igemm/gen/1x8c2s4-minmax-rndnu-neon-mlal.c",
@@ -2725,8 +2775,12 @@
"src/qs8-igemm/gen/1x16-minmax-rndnu-neon-mlal-lane.c",
"src/qs8-igemm/gen/1x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/1x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-igemm/gen/1x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2740,11 +2794,17 @@
"src/qs8-igemm/gen/2x8-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-igemm/gen/2x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c",
"src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c",
"src/qs8-igemm/gen/2x8c2s4-minmax-rndnu-neon-mlal.c",
@@ -2763,8 +2823,12 @@
"src/qs8-igemm/gen/2x16-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-igemm/gen/2x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/2x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-igemm/gen/2x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2778,8 +2842,12 @@
"src/qs8-igemm/gen/3x8-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-igemm/gen/3x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/3x8c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-igemm/gen/3x8c2s4-minmax-rndnu-neon-mull.c",
@@ -2793,8 +2861,12 @@
"src/qs8-igemm/gen/3x16-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-igemm/gen/3x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/3x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-igemm/gen/3x16c2s4-minmax-rndnu-neon-mull.c",
@@ -2808,8 +2880,12 @@
"src/qs8-igemm/gen/4x8-minmax-gemmlowp-neon-mlal-lane.c",
"src/qs8-igemm/gen/4x8-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/4x8c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-igemm/gen/4x8c2s4-minmax-rndnu-neon-mull.c",
@@ -2826,8 +2902,12 @@
"src/qs8-igemm/gen/4x16-minmax-rndnu-neon-mlal-lane.c",
"src/qs8-igemm/gen/4x16-minmax-rndnu-neon-mull-addw-dup.c",
"src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c",
+ "src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c",
+ "src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c",
"src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c",
"src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c",
+ "src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c",
+ "src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c",
"src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c",
"src/qs8-igemm/gen/4x16c2s4-minmax-rndnu-neon-mlal.c",
"src/qs8-igemm/gen/4x16c2s4-minmax-rndnu-neon-mull.c",
@@ -3395,6 +3475,8 @@
"src/qc8-dwconv/gen/up32x9-minmax-fp32-neonv8-mul16.c",
"src/qc8-dwconv/gen/up32x25-minmax-fp32-neonv8-mul16.c",
"src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qc8-gemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qc8-gemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3402,6 +3484,8 @@
"src/qc8-gemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c",
"src/qc8-gemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c",
"src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qc8-gemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qc8-gemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3409,6 +3493,8 @@
"src/qc8-gemm/gen/2x8c8-minmax-fp32-neonv8-mlal.c",
"src/qc8-gemm/gen/4x16-minmax-fp32-neonv8-mlal-lane.c",
"src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qc8-igemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qc8-igemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3416,6 +3502,8 @@
"src/qc8-igemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c",
"src/qc8-igemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c",
"src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qc8-igemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qc8-igemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3431,6 +3519,8 @@
"src/qs8-dwconv/gen/up32x9-minmax-fp32-neonv8-mul16.c",
"src/qs8-dwconv/gen/up32x25-minmax-fp32-neonv8-mul16.c",
"src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qs8-gemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qs8-gemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3438,6 +3528,8 @@
"src/qs8-gemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c",
"src/qs8-gemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c",
"src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qs8-gemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qs8-gemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3445,6 +3537,8 @@
"src/qs8-gemm/gen/2x8c8-minmax-fp32-neonv8-mlal.c",
"src/qs8-gemm/gen/4x16-minmax-fp32-neonv8-mlal-lane.c",
"src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qs8-igemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qs8-igemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c",
@@ -3452,6 +3546,8 @@
"src/qs8-igemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c",
"src/qs8-igemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c",
"src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c",
+ "src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c",
"src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c",
"src/qs8-igemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c",
"src/qs8-igemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c",
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 809f82e..0882f50 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -1508,6 +1508,8 @@
src/qc8-dwconv/gen/up32x9-minmax-fp32-neon-mul16.c
src/qc8-dwconv/gen/up32x25-minmax-fp32-neon-mul16.c
src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qc8-gemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c
src/qc8-gemm/gen/1x8c4-minmax-fp32-neon-mlal-dup.c
@@ -1515,6 +1517,8 @@
src/qc8-gemm/gen/1x8c8-minmax-fp32-neon-mlal.c
src/qc8-gemm/gen/1x16-minmax-fp32-neon-mlal-lane.c
src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qc8-gemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c
src/qc8-gemm/gen/2x8c4-minmax-fp32-neon-mlal-dup.c
@@ -1522,6 +1526,8 @@
src/qc8-gemm/gen/2x8c8-minmax-fp32-neon-mlal.c
src/qc8-gemm/gen/4x16-minmax-fp32-neon-mlal-lane.c
src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qc8-igemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c
src/qc8-igemm/gen/1x8c4-minmax-fp32-neon-mlal-dup.c
@@ -1529,6 +1535,8 @@
src/qc8-igemm/gen/1x8c8-minmax-fp32-neon-mlal.c
src/qc8-igemm/gen/1x16-minmax-fp32-neon-mlal-lane.c
src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qc8-igemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c
src/qc8-igemm/gen/2x8c4-minmax-fp32-neon-mlal-dup.c
@@ -1583,11 +1591,17 @@
src/qs8-gemm/gen/1x8-minmax-gemmlowp-neon-mull-addw-dup.c
src/qs8-gemm/gen/1x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c
src/qs8-gemm/gen/1x8c2s4-minmax-rndnu-neon-mlal.c
@@ -1609,8 +1623,12 @@
src/qs8-gemm/gen/1x16-minmax-rndnu-neon-mlal-lane.c
src/qs8-gemm/gen/1x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/1x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-gemm/gen/1x16c2s4-minmax-rndnu-neon-mull.c
@@ -1624,11 +1642,17 @@
src/qs8-gemm/gen/2x8-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-gemm/gen/2x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c
src/qs8-gemm/gen/2x8c2s4-minmax-rndnu-neon-mlal.c
@@ -1647,8 +1671,12 @@
src/qs8-gemm/gen/2x16-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-gemm/gen/2x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/2x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-gemm/gen/2x16c2s4-minmax-rndnu-neon-mull.c
@@ -1662,8 +1690,12 @@
src/qs8-gemm/gen/3x8-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-gemm/gen/3x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/3x8c2s4-minmax-rndnu-neon-mlal.c
src/qs8-gemm/gen/3x8c2s4-minmax-rndnu-neon-mull.c
@@ -1677,8 +1709,12 @@
src/qs8-gemm/gen/3x16-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-gemm/gen/3x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/3x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-gemm/gen/3x16c2s4-minmax-rndnu-neon-mull.c
@@ -1692,8 +1728,12 @@
src/qs8-gemm/gen/4x8-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-gemm/gen/4x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/4x8c2s4-minmax-rndnu-neon-mlal.c
src/qs8-gemm/gen/4x8c2s4-minmax-rndnu-neon-mull.c
@@ -1710,8 +1750,12 @@
src/qs8-gemm/gen/4x16-minmax-rndnu-neon-mlal-lane.c
src/qs8-gemm/gen/4x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-gemm/gen/4x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-gemm/gen/4x16c2s4-minmax-rndnu-neon-mull.c
@@ -1728,11 +1772,17 @@
src/qs8-igemm/gen/1x8-minmax-gemmlowp-neon-mull-addw-dup.c
src/qs8-igemm/gen/1x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/1x8c2s4-minmax-fp32-neon-mlal.c
src/qs8-igemm/gen/1x8c2s4-minmax-rndnu-neon-mlal.c
@@ -1754,8 +1804,12 @@
src/qs8-igemm/gen/1x16-minmax-rndnu-neon-mlal-lane.c
src/qs8-igemm/gen/1x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/1x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-igemm/gen/1x16c2s4-minmax-rndnu-neon-mull.c
@@ -1769,11 +1823,17 @@
src/qs8-igemm/gen/2x8-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-igemm/gen/2x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+ src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/2x8c2s4-minmax-fp32-neon-mlal.c
src/qs8-igemm/gen/2x8c2s4-minmax-rndnu-neon-mlal.c
@@ -1792,8 +1852,12 @@
src/qs8-igemm/gen/2x16-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-igemm/gen/2x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/2x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-igemm/gen/2x16c2s4-minmax-rndnu-neon-mull.c
@@ -1807,8 +1871,12 @@
src/qs8-igemm/gen/3x8-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-igemm/gen/3x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/3x8c2s4-minmax-rndnu-neon-mlal.c
src/qs8-igemm/gen/3x8c2s4-minmax-rndnu-neon-mull.c
@@ -1822,8 +1890,12 @@
src/qs8-igemm/gen/3x16-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-igemm/gen/3x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/3x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-igemm/gen/3x16c2s4-minmax-rndnu-neon-mull.c
@@ -1837,8 +1909,12 @@
src/qs8-igemm/gen/4x8-minmax-gemmlowp-neon-mlal-lane.c
src/qs8-igemm/gen/4x8-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/4x8c2s4-minmax-rndnu-neon-mlal.c
src/qs8-igemm/gen/4x8c2s4-minmax-rndnu-neon-mull.c
@@ -1855,8 +1931,12 @@
src/qs8-igemm/gen/4x16-minmax-rndnu-neon-mlal-lane.c
src/qs8-igemm/gen/4x16-minmax-rndnu-neon-mull-addw-dup.c
src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
+ src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c
+ src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c
src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c
+ src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c
+ src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c
src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c
src/qs8-igemm/gen/4x16c2s4-minmax-rndnu-neon-mlal.c
src/qs8-igemm/gen/4x16c2s4-minmax-rndnu-neon-mull.c
@@ -2416,6 +2496,8 @@
src/qc8-dwconv/gen/up32x9-minmax-fp32-neonv8-mul16.c
src/qc8-dwconv/gen/up32x25-minmax-fp32-neonv8-mul16.c
src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qc8-gemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c
src/qc8-gemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2423,6 +2505,8 @@
src/qc8-gemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c
src/qc8-gemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c
src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qc8-gemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c
src/qc8-gemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2430,6 +2514,8 @@
src/qc8-gemm/gen/2x8c8-minmax-fp32-neonv8-mlal.c
src/qc8-gemm/gen/4x16-minmax-fp32-neonv8-mlal-lane.c
src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qc8-igemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c
src/qc8-igemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2437,6 +2523,8 @@
src/qc8-igemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c
src/qc8-igemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c
src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qc8-igemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c
src/qc8-igemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2452,6 +2540,8 @@
src/qs8-dwconv/gen/up32x9-minmax-fp32-neonv8-mul16.c
src/qs8-dwconv/gen/up32x25-minmax-fp32-neonv8-mul16.c
src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qs8-gemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c
src/qs8-gemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2459,6 +2549,8 @@
src/qs8-gemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c
src/qs8-gemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c
src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qs8-gemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c
src/qs8-gemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2466,6 +2558,8 @@
src/qs8-gemm/gen/2x8c8-minmax-fp32-neonv8-mlal.c
src/qs8-gemm/gen/4x16-minmax-fp32-neonv8-mlal-lane.c
src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qs8-igemm/gen/1x8c2s4-minmax-fp32-neonv8-mlal.c
src/qs8-igemm/gen/1x8c4-minmax-fp32-neonv8-mlal-dup.c
@@ -2473,6 +2567,8 @@
src/qs8-igemm/gen/1x8c8-minmax-fp32-neonv8-mlal.c
src/qs8-igemm/gen/1x16-minmax-fp32-neonv8-mlal-lane.c
src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+ src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
+ src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
src/qs8-igemm/gen/2x8c2s4-minmax-fp32-neonv8-mlal.c
src/qs8-igemm/gen/2x8c4-minmax-fp32-neonv8-mlal-dup.c
diff --git a/bench/qs8-gemm-e2e.cc b/bench/qs8-gemm-e2e.cc
index 5d14e0f..28405cf 100644
--- a/bench/qs8-gemm-e2e.cc
+++ b/bench/qs8-gemm-e2e.cc
@@ -330,6 +330,126 @@
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
+ static void qs8_gemm_2x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
static void qs8_gemm_2x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r,
@@ -630,6 +750,126 @@
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
+ static void qs8_gemm_2x8c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x8c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
+ GEMMEnd2EndBenchmark(state, model,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r,
+ xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r,
+ xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params,
+ 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
+ benchmark::utils::CheckNEON);
+ }
static void qs8_gemm_2x8c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r,
@@ -1181,6 +1421,34 @@
BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_dup);
BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_dup);
+ BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_ld1r);
+
+ BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_ld1r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_ld1r);
+
+ BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_ld2r);
+
+ BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_ld2r);
+ BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_ld2r);
+
BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_ld4r);
BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_ld4r);
BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_ld4r);
diff --git a/bench/qs8-gemm.cc b/bench/qs8-gemm.cc
index 574c88a..a7b4ccc 100644
--- a/bench/qs8-gemm.cc
+++ b/bench/qs8-gemm.cc
@@ -411,6 +411,134 @@
GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_dup, 4, 16, 2, 1,
xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
}
+ static void qs8_gemm_1x8c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, 1, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x8c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, 2, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, 3, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, 4, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x16c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, 1, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, 2, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, 3, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mull_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, 4, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x8c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, 1, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x8c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, 2, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, 3, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, 4, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x16c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, 1, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, 2, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, 3, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mlal_ld1r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, 4, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x8c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, 1, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x8c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, 2, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, 3, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, 4, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x16c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, 1, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, 2, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, 3, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mull_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, 4, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x8c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, 1, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x8c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, 2, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x8c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, 3, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x8c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, 4, 8, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_1x16c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, 1, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_2x16c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, 2, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_3x16c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, 3, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
+ static void qs8_gemm_4x16c2__neon_mlal_ld2r(benchmark::State& state, const char* net) {
+ GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, 4, 16, 2, 1,
+ xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
+ }
static void qs8_gemm_1x8c2__neon_mull_ld4r(benchmark::State& state, const char* net) {
GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, 1, 8, 2, 1,
xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON);
@@ -763,6 +891,38 @@
BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mlal_dup)
BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mlal_dup)
BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mlal_dup)
+ BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_4x8c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_1x16c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mull_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_4x8c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_1x16c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mlal_ld1r)
+ BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_4x8c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_1x16c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mull_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_4x8c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_1x16c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mlal_ld2r)
+ BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mlal_ld2r)
BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mull_ld4r)
BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mull_ld4r)
BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mull_ld4r)
diff --git a/scripts/generate-qs8-gemm.sh b/scripts/generate-qs8-gemm.sh
index 32f8e0d..9cce8c3 100755
--- a/scripts/generate-qs8-gemm.sh
+++ b/scripts/generate-qs8-gemm.sh
@@ -239,69 +239,131 @@
tools/xngen src/qs8-gemm/neon-mull-addw-dup.c.in -D MR=4 -D NR=16 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -o src/qs8-gemm/gen/4x16-minmax-rndnu-neon-mull-addw-dup.c &
### C2 micro-kernels
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=0 -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=0 -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=DUP -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=DUP -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=0 -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=0 -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=DUP -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=DUP -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=0 -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=0 -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=DUP -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=DUP -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c &
+
+### C2 LD1R micro-kernels
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD1R -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD1R -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD1R -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD1R -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD1R -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD1R -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+
+### C2 LD2R micro-kernels
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD2R -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD2R -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD2R -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD2R -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
+
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD2R -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD2R -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
### C2 LD4R micro-kernels
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=1 -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=1 -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD4R -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD4R -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=1 -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=1 -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD4R -o src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD4R -o src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=1 -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
-tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=1 -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD4R -o src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-gemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD4R -o src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
### C2S4 micro-kernels
tools/xngen src/qs8-gemm/c2-neon-mull-shuffle.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -o src/qs8-gemm/gen/1x8c2s4-minmax-rndnu-neon-mull.c &
diff --git a/scripts/generate-qs8-igemm.sh b/scripts/generate-qs8-igemm.sh
index b266b6c..705c470 100755
--- a/scripts/generate-qs8-igemm.sh
+++ b/scripts/generate-qs8-igemm.sh
@@ -245,69 +245,131 @@
tools/xngen src/qs8-igemm/neon-mull-addw-dup.c.in -D MR=4 -D NR=16 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -o src/qs8-igemm/gen/4x16-minmax-rndnu-neon-mull-addw-dup.c &
### C2 micro-kernels
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=0 -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=0 -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=DUP -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=DUP -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=0 -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=0 -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=DUP -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=DUP -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=0 -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=0 -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=DUP -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=DUP -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=0 -o src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=GEMMLOWP -D CHANNELWISE=0 -D ARMV8=0 -D DUP=DUP -o src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c &
+
+### C2 LD1R micro-kernels
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD1R -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD1R -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD1R -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD1R -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD1R -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD1R -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD1R -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c &
+
+### C2 LD2R micro-kernels
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD2R -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD2R -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD2R -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD2R -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD2R -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
+
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD2R -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD2R -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c &
### C2 LD4R micro-kernels
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=8 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=3 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=4 -D NR=16 -D MLA=1 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D LD4R=1 -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=0 -D DUP=LD4R -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=1 -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D LD4R=1 -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD4R -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=0 -D DUP=LD4R -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=1 -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D LD4R=1 -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD4R -o src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=0 -D ARMV8=1 -D DUP=LD4R -o src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=1 -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
-tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D LD4R=1 -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=1 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD4R -o src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
+tools/xngen src/qs8-igemm/c2-neon-mull-dup.c.in -D MR=2 -D NR=8 -D MLA=1 -D REQUANTIZATION=FP32 -D CHANNELWISE=1 -D ARMV8=1 -D DUP=LD4R -o src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c &
### C2S4 micro-kernels
tools/xngen src/qs8-igemm/c2-neon-mull-shuffle.c.in -D MR=1 -D NR=8 -D MLA=0 -D REQUANTIZATION=RNDNU -D CHANNELWISE=0 -D ARMV8=0 -o src/qs8-igemm/gen/1x8c2s4-minmax-rndnu-neon-mull.c &
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
index 754ceda..9dcb6a3 100644
--- a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..f9a2344
--- /dev/null
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,251 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..75bb9eb
--- /dev/null
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,245 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
index 9838b28..02409ac 100644
--- a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
index da522ce..2591d2a 100644
--- a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -49,7 +49,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -61,6 +60,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -71,6 +71,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..caac418
--- /dev/null
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,246 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..1d9ddc4
--- /dev/null
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,240 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index 6add293..877fd32 100644
--- a/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qc8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -49,7 +49,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -61,6 +60,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -71,6 +71,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
index 9c66620..a86d643 100644
--- a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
@@ -58,7 +58,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..a3cf92e
--- /dev/null
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,359 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..4b0ce7c
--- /dev/null
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,347 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
index 33c70e1..3faf5d2 100644
--- a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -58,7 +58,6 @@
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va1x0 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
index c055f4b..710785c 100644
--- a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -59,7 +59,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -73,6 +72,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -91,6 +91,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -109,6 +110,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -127,6 +129,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..41b87fd
--- /dev/null
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,348 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..9cfc264
--- /dev/null
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,336 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index a11331b..8bfc34b 100644
--- a/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -59,7 +59,6 @@
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va1x0 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -73,6 +72,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -91,6 +91,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -109,6 +110,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -127,6 +129,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
index 675fa91..12a6cd5 100644
--- a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..996ad67
--- /dev/null
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,264 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..bc913da
--- /dev/null
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,258 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
index 3fac0e2..e987313 100644
--- a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
index 8f69175..7f49b31 100644
--- a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -72,6 +72,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -82,6 +83,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -92,6 +94,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -102,6 +105,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..c4636d4
--- /dev/null
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,259 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..27d882e
--- /dev/null
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,253 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index 41be06b..254336d 100644
--- a/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qc8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -72,6 +72,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -82,6 +83,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -92,6 +94,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -102,6 +105,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
index f80417e..7666551 100644
--- a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..08ab2b2
--- /dev/null
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,373 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..e7de19b
--- /dev/null
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,361 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->neon_fp32.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->neon_fp32.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->neon_fp32.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
index d749b34..1717fc0 100644
--- a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
index b9180c8..d8b1658 100644
--- a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -86,6 +86,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -104,6 +105,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -122,6 +124,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -140,6 +143,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..3c07861
--- /dev/null
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,362 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..ff5f266
--- /dev/null
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,350 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
+ const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index 6a911a7..78e1459 100644
--- a/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qc8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -86,6 +86,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -104,6 +105,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -122,6 +124,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -140,6 +143,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/c2-neon-mull-dup.c.in b/src/qs8-gemm/c2-neon-mull-dup.c.in
index a4ad090..81ecdb4 100644
--- a/src/qs8-gemm/c2-neon-mull-dup.c.in
+++ b/src/qs8-gemm/c2-neon-mull-dup.c.in
@@ -8,6 +8,7 @@
$assert 8 <= NR <= 16
$assert REQUANTIZATION in ["FP32", "GEMMLOWP", "RNDNU"]
$assert not CHANNELWISE or REQUANTIZATION == "FP32"
+$assert DUP in ["DUP", "LD1R", "LD2R", "LD4R"]
#include <assert.h>
#include <arm_neon.h>
@@ -23,7 +24,7 @@
$if REQUANTIZATION == "FP32" and CHANNELWISE and not ARMV8:
$PARAMS_STRUCT = "neon_fp32"
$ISA = "neonv8" if ARMV8 else "neon"
-void xnn_${DATATYPE}_gemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c2__${ISA}_${"mlal" if MLA else "mull"}_${"ld4r" if LD4R else "dup"}(
+void xnn_${DATATYPE}_gemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c2__${ISA}_${"mlal" if MLA else "mull"}_${DUP.lower()}(
size_t mr,
size_t nc,
size_t kc,
@@ -78,25 +79,45 @@
$if MLA:
while (k >= 16 * sizeof(int8_t)) {
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int16x4x4_t va${M}x0 = vld4_dup_s16((const void*)a${M}); a${M} += 8;
const int16x4x4_t va${M}x1 = vld4_dup_s16((const void*)a${M}); a${M} += 8;
+ $elif DUP == "LD2R":
+ const int16x4x2_t va${M}0x0 = vld2_dup_s16((const void*)a${M});
+ const int16x4x2_t va${M}1x0 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
+ const int16x4x2_t va${M}0x1 = vld2_dup_s16((const void*)a${M});
+ const int16x4x2_t va${M}1x1 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
+ $elif DUP == "LD1R":
+ const int16x4_t va${M}0x0 = vld1_dup_s16((const void*)a${M});
+ const int16x4_t va${M}1x0 = vld1_dup_s16((const void*)(a${M} + 2));
+ const int16x4_t va${M}2x0 = vld1_dup_s16((const void*)(a${M} + 4));
+ const int16x4_t va${M}3x0 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
+ const int16x4_t va${M}0x1 = vld1_dup_s16((const void*)a${M});
+ const int16x4_t va${M}1x1 = vld1_dup_s16((const void*)(a${M} + 2));
+ const int16x4_t va${M}2x1 = vld1_dup_s16((const void*)(a${M} + 4));
+ const int16x4_t va${M}3x1 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
$else:
const int8x8_t va${M}x0 = vld1_s8(a${M}); a${M} += 8;
const int8x8_t va${M}x1 = vld1_s8(a${M}); a${M} += 8;
-
$for K in range(4):
$for N in range(0, NR, 4):
const int8x8_t vb${ABC[N:N+4]}c${K}x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
$for K in range(4):
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}x0.val[${K}]);
const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}x1.val[${K}]);
+ $elif DUP == "LD2R":
+ const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}${int(K/2)}x0.val[${K%2}]);
+ const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}${int(K/2)}x1.val[${K%2}]);
+ $elif DUP == "LD1R":
+ const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}${K}x0);
+ const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}${K}x1);
$else:
const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}x0), ${K}));
const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}x1), ${K}));
+
$for N in range(0, NR, 4):
$for M in range(MR):
int16x8_t vprod${M}x${ABC[N:N+4]}c${K} = vmull_s8(vb${ABC[N:N+4]}c${K}x0, va${M}c${K}x0);
@@ -111,8 +132,16 @@
${"if" if MLA else "while"} (k >= 8 * sizeof(int8_t)) {
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int16x4x4_t va${M} = vld4_dup_s16((const void*)a${M}); a${M} += 8;
+ $elif DUP == "LD2R":
+ const int16x4x2_t va${M}0 = vld2_dup_s16((const void*)a${M});
+ const int16x4x2_t va${M}1 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
+ $elif DUP == "LD1R":
+ const int16x4_t va${M}0 = vld1_dup_s16((const void*)a${M});
+ const int16x4_t va${M}1 = vld1_dup_s16((const void*)(a${M} + 2));
+ const int16x4_t va${M}2 = vld1_dup_s16((const void*)(a${M} + 4));
+ const int16x4_t va${M}3 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
$else:
const int8x8_t va${M} = vld1_s8(a${M}); a${M} += 8;
@@ -122,8 +151,12 @@
$for K in range(4):
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}.val[${K}]);
+ $elif DUP == "LD2R":
+ const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}${int(K/2)}.val[${K%2}]);
+ $elif DUP == "LD1R":
+ const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}${K});
$else:
const int8x8_t va${M}c${K} = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}), ${K}));
diff --git a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
index 903f4e9..cc9bbb1 100644
--- a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -50,7 +50,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -70,6 +69,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -88,6 +88,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -106,6 +107,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -124,6 +126,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..8a171e2
--- /dev/null
+++ b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,344 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..9e0c8a9
--- /dev/null
+++ b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,338 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
index 3f38a19..a3426d7 100644
--- a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -50,7 +50,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -70,6 +69,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -88,6 +88,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -106,6 +107,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -124,6 +126,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..bb4cd72
--- /dev/null
+++ b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,239 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..69da097
--- /dev/null
+++ b/src/qs8-gemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,237 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
index b867745..9d79067 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..ff445ee
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,250 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..ad7f675
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,244 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
index fd23a86..198c6a1 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
index 7bd75bf..b082579 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -49,7 +49,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -61,6 +60,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -71,6 +71,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..612fc7d
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,245 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..a4f9cb7
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,239 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index 3940a47..2947799 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -49,7 +49,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -61,6 +60,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -71,6 +71,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c b/src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
index 8b44a28..8725410 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
index a4fd882..d05214e 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int8x8_t va0x0 = vld1_s8(a0); a0 += 8;
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..5db72dd
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,247 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..30b732a
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,241 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
index be24df9..f75c6fc 100644
--- a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -48,7 +48,6 @@
while (k >= 16 * sizeof(int8_t)) {
const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -60,6 +59,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -70,6 +70,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -80,6 +81,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -90,6 +92,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..c8093fd
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,182 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..116d4be
--- /dev/null
+++ b/src/qs8-gemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,180 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
index 588fc17..6db02ae 100644
--- a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -62,7 +62,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -84,6 +83,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -116,6 +116,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -148,6 +149,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -180,6 +182,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..5ac7029
--- /dev/null
+++ b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,513 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..82daae8
--- /dev/null
+++ b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,501 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
index ebe509a..17789c3 100644
--- a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -62,7 +62,6 @@
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va1x0 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -84,6 +83,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -116,6 +116,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -148,6 +149,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -180,6 +182,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..dc4797f
--- /dev/null
+++ b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,344 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..ea848a2
--- /dev/null
+++ b/src/qs8-gemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,340 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
index 4829bd8..28e5e6d 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
@@ -58,7 +58,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..4a1d7ff
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,358 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..32bc22b
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,346 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
index 5ffff20..fa9baac 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -58,7 +58,6 @@
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va1x0 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
index b1f8513..3fb0a65 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -59,7 +59,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -73,6 +72,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -91,6 +91,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -109,6 +110,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -127,6 +129,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..c8da5e5
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,347 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..fb5921f
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,335 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index a844e75..48d6da1 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -59,7 +59,6 @@
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va1x0 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -73,6 +72,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -91,6 +91,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -109,6 +110,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -127,6 +129,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c b/src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
index f47bacf..ebaa6df 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
@@ -58,7 +58,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
index 9e0cb66..3ecec79 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -58,7 +58,6 @@
const int8x8_t va0x1 = vld1_s8(a0); a0 += 8;
const int8x8_t va1x0 = vld1_s8(a1); a1 += 8;
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..f5a97f0
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,349 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..09184f0
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,337 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
index 10df249..93ebfef 100644
--- a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -58,7 +58,6 @@
const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8;
const int16x4x4_t va1x0 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -72,6 +71,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -90,6 +90,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -108,6 +109,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -126,6 +128,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..01e29d4
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,244 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..00e8a0e
--- /dev/null
+++ b/src/qs8-gemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,240 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
index cbb9a08..f635ade 100644
--- a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -74,7 +74,6 @@
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
const int8x8_t va2x0 = vld1_s8(a2); a2 += 8;
const int8x8_t va2x1 = vld1_s8(a2); a2 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -98,6 +97,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
const int8x8_t va2c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 0));
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -144,6 +144,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
const int8x8_t va2c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 1));
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -190,6 +191,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
const int8x8_t va2c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 2));
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -236,6 +238,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
const int8x8_t va2c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 3));
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..79de14d
--- /dev/null
+++ b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,686 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..87c387c
--- /dev/null
+++ b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,668 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
index 8997643..de8b456 100644
--- a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -74,7 +74,6 @@
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va2x0 = vld4_dup_s16((const void*)a2); a2 += 8;
const int16x4x4_t va2x1 = vld4_dup_s16((const void*)a2); a2 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -98,6 +97,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
const int8x8_t va2c0x0 = vreinterpret_s8_s16(va2x0.val[0]);
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -144,6 +144,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
const int8x8_t va2c1x0 = vreinterpret_s8_s16(va2x0.val[1]);
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -190,6 +191,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
const int8x8_t va2c2x0 = vreinterpret_s8_s16(va2x0.val[2]);
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -236,6 +238,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
const int8x8_t va2c3x0 = vreinterpret_s8_s16(va2x0.val[3]);
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..6ece734
--- /dev/null
+++ b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,453 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..520d929
--- /dev/null
+++ b/src/qs8-gemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,447 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
index ac8a2c7..ef7ade9 100644
--- a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -68,7 +68,6 @@
const int8x8_t va1x1 = vld1_s8(a1); a1 += 8;
const int8x8_t va2x0 = vld1_s8(a2); a2 += 8;
const int8x8_t va2x1 = vld1_s8(a2); a2 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -84,6 +83,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
const int8x8_t va2c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 0));
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -110,6 +110,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
const int8x8_t va2c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 1));
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -136,6 +137,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
const int8x8_t va2c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 2));
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -162,6 +164,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
const int8x8_t va2c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 3));
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..d751b0d
--- /dev/null
+++ b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,457 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vout2x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..d77a597
--- /dev/null
+++ b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,439 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vout2x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
index 874353f..b9531dc 100644
--- a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -68,7 +68,6 @@
const int16x4x4_t va1x1 = vld4_dup_s16((const void*)a1); a1 += 8;
const int16x4x4_t va2x0 = vld4_dup_s16((const void*)a2); a2 += 8;
const int16x4x4_t va2x1 = vld4_dup_s16((const void*)a2); a2 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -84,6 +83,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
const int8x8_t va2c0x0 = vreinterpret_s8_s16(va2x0.val[0]);
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -110,6 +110,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
const int8x8_t va2c1x0 = vreinterpret_s8_s16(va2x0.val[1]);
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -136,6 +137,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
const int8x8_t va2c2x0 = vreinterpret_s8_s16(va2x0.val[2]);
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -162,6 +164,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
const int8x8_t va2c3x0 = vreinterpret_s8_s16(va2x0.val[3]);
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..5b3cd21
--- /dev/null
+++ b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,312 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vout2x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..a797d6b
--- /dev/null
+++ b/src/qs8-gemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,306 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vout2x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
index 638c1d6..1cc4326 100644
--- a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -86,7 +86,6 @@
const int8x8_t va2x1 = vld1_s8(a2); a2 += 8;
const int8x8_t va3x0 = vld1_s8(a3); a3 += 8;
const int8x8_t va3x1 = vld1_s8(a3); a3 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -112,6 +111,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
const int8x8_t va3c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 0));
const int8x8_t va3c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -172,6 +172,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
const int8x8_t va3c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 1));
const int8x8_t va3c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -232,6 +233,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
const int8x8_t va3c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 2));
const int8x8_t va3c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -292,6 +294,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
const int8x8_t va3c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 3));
const int8x8_t va3c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..22a91d1
--- /dev/null
+++ b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,855 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30x0 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x0 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x0 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x0 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+ const int16x4_t va30x1 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x1 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x1 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x1 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0x0, va3c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vprod3x89ABc0 = vmlal_s8(vprod3x89ABc0, vb89ABc0x1, va3c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0x0, va3c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vprod3xCDEFc0 = vmlal_s8(vprod3xCDEFc0, vbCDEFc0x1, va3c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va31x0);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va31x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1x0, va3c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vprod3x89ABc1 = vmlal_s8(vprod3x89ABc1, vb89ABc1x1, va3c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1x0, va3c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vprod3xCDEFc1 = vmlal_s8(vprod3xCDEFc1, vbCDEFc1x1, va3c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va32x0);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va32x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2x0, va3c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vprod3x89ABc2 = vmlal_s8(vprod3x89ABc2, vb89ABc2x1, va3c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2x0, va3c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vprod3xCDEFc2 = vmlal_s8(vprod3xCDEFc2, vbCDEFc2x1, va3c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va33x0);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va33x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3x0, va3c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vprod3x89ABc3 = vmlal_s8(vprod3x89ABc3, vb89ABc3x1, va3c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3x0, va3c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vprod3xCDEFc3 = vmlal_s8(vprod3xCDEFc3, vbCDEFc3x1, va3c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..9f7acbe
--- /dev/null
+++ b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,831 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30x0 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x0 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+ const int16x4x2_t va30x1 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x1 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0.val[0]);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0x0, va3c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vprod3x89ABc0 = vmlal_s8(vprod3x89ABc0, vb89ABc0x1, va3c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0x0, va3c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vprod3xCDEFc0 = vmlal_s8(vprod3xCDEFc0, vbCDEFc0x1, va3c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va30x0.val[1]);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va30x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1x0, va3c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vprod3x89ABc1 = vmlal_s8(vprod3x89ABc1, vb89ABc1x1, va3c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1x0, va3c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vprod3xCDEFc1 = vmlal_s8(vprod3xCDEFc1, vbCDEFc1x1, va3c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va31x0.val[0]);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va31x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2x0, va3c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vprod3x89ABc2 = vmlal_s8(vprod3x89ABc2, vb89ABc2x1, va3c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2x0, va3c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vprod3xCDEFc2 = vmlal_s8(vprod3xCDEFc2, vbCDEFc2x1, va3c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va31x0.val[1]);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va31x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3x0, va3c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vprod3x89ABc3 = vmlal_s8(vprod3x89ABc3, vb89ABc3x1, va3c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3x0, va3c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vprod3xCDEFc3 = vmlal_s8(vprod3xCDEFc3, vbCDEFc3x1, va3c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
index 3b8caee..735eb40 100644
--- a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -86,7 +86,6 @@
const int16x4x4_t va2x1 = vld4_dup_s16((const void*)a2); a2 += 8;
const int16x4x4_t va3x0 = vld4_dup_s16((const void*)a3); a3 += 8;
const int16x4x4_t va3x1 = vld4_dup_s16((const void*)a3); a3 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -112,6 +111,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
const int8x8_t va3c0x0 = vreinterpret_s8_s16(va3x0.val[0]);
const int8x8_t va3c0x1 = vreinterpret_s8_s16(va3x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -172,6 +172,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
const int8x8_t va3c1x0 = vreinterpret_s8_s16(va3x0.val[1]);
const int8x8_t va3c1x1 = vreinterpret_s8_s16(va3x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -232,6 +233,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
const int8x8_t va3c2x0 = vreinterpret_s8_s16(va3x0.val[2]);
const int8x8_t va3c2x1 = vreinterpret_s8_s16(va3x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -292,6 +294,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
const int8x8_t va3c3x0 = vreinterpret_s8_s16(va3x0.val[3]);
const int8x8_t va3c3x1 = vreinterpret_s8_s16(va3x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..66fed21
--- /dev/null
+++ b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,558 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..6a4c1b2
--- /dev/null
+++ b/src/qs8-gemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,550 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 16;
+ } else {
+ // Final case where not all of the 16 columns fit in the destination.
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
index e0be6f1..aa9399f 100644
--- a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -78,7 +78,6 @@
const int8x8_t va2x1 = vld1_s8(a2); a2 += 8;
const int8x8_t va3x0 = vld1_s8(a3); a3 += 8;
const int8x8_t va3x1 = vld1_s8(a3); a3 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -96,6 +95,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
const int8x8_t va3c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 0));
const int8x8_t va3c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -130,6 +130,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
const int8x8_t va3c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 1));
const int8x8_t va3c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -164,6 +165,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
const int8x8_t va3c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 2));
const int8x8_t va3c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -198,6 +200,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
const int8x8_t va3c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 3));
const int8x8_t va3c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..8cdfe12
--- /dev/null
+++ b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,559 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30x0 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x0 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x0 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x0 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+ const int16x4_t va30x1 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x1 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x1 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x1 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va31x0);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va31x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va32x0);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va32x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va33x0);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va33x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..6caec1d
--- /dev/null
+++ b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,535 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30x0 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x0 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+ const int16x4x2_t va30x1 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x1 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0.val[0]);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va30x0.val[1]);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va30x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va31x0.val[0]);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va31x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va31x0.val[1]);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va31x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
index 88aa55f..98d5f6b 100644
--- a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -78,7 +78,6 @@
const int16x4x4_t va2x1 = vld4_dup_s16((const void*)a2); a2 += 8;
const int16x4x4_t va3x0 = vld4_dup_s16((const void*)a3); a3 += 8;
const int16x4x4_t va3x1 = vld4_dup_s16((const void*)a3); a3 += 8;
-
const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -96,6 +95,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
const int8x8_t va3c0x0 = vreinterpret_s8_s16(va3x0.val[0]);
const int8x8_t va3c0x1 = vreinterpret_s8_s16(va3x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -130,6 +130,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
const int8x8_t va3c1x0 = vreinterpret_s8_s16(va3x0.val[1]);
const int8x8_t va3c1x1 = vreinterpret_s8_s16(va3x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -164,6 +165,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
const int8x8_t va3c2x0 = vreinterpret_s8_s16(va3x0.val[2]);
const int8x8_t va3c2x1 = vreinterpret_s8_s16(va3x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -198,6 +200,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
const int8x8_t va3c3x0 = vreinterpret_s8_s16(va3x0.val[3]);
const int8x8_t va3c3x1 = vreinterpret_s8_s16(va3x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..2b24819
--- /dev/null
+++ b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,374 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..00d300c
--- /dev/null
+++ b/src/qs8-gemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,366 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-gemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ const int8_t* restrict a,
+ size_t a_stride,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(kc % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ const int8_t* a0 = a;
+ int8_t* c0 = c;
+ const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ a1 = a0;
+ c1 = c0;
+ }
+ const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ a2 = a1;
+ c2 = c1;
+ }
+ const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ a3 = a2;
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+
+ a0 = (const int8_t*) ((uintptr_t) a0 - kc);
+ a1 = (const int8_t*) ((uintptr_t) a1 - kc);
+ a2 = (const int8_t*) ((uintptr_t) a2 - kc);
+ a3 = (const int8_t*) ((uintptr_t) a3 - kc);
+
+ nc -= 8;
+ } else {
+ // Final case where not all of the 8 columns fit in the destination.
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/c2-neon-mull-dup.c.in b/src/qs8-igemm/c2-neon-mull-dup.c.in
index 9b9cb02..b6d95ad 100644
--- a/src/qs8-igemm/c2-neon-mull-dup.c.in
+++ b/src/qs8-igemm/c2-neon-mull-dup.c.in
@@ -8,6 +8,7 @@
$assert 8 <= NR <= 16
$assert REQUANTIZATION in ["FP32", "GEMMLOWP", "RNDNU"]
$assert not CHANNELWISE or REQUANTIZATION == "FP32"
+$assert DUP in ["DUP", "LD1R", "LD2R", "LD4R"]
#include <assert.h>
#include <arm_neon.h>
@@ -23,7 +24,7 @@
$if REQUANTIZATION == "FP32" and CHANNELWISE and not ARMV8:
$PARAMS_STRUCT = "neon_fp32"
$ISA = "neonv8" if ARMV8 else "neon"
-void xnn_${DATATYPE}_igemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c2__${ISA}_${"mlal" if MLA else "mull"}_${"ld4r" if LD4R else "dup"}(
+void xnn_${DATATYPE}_igemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c2__${ISA}_${"mlal" if MLA else "mull"}_${DUP.lower()}(
size_t mr,
size_t nc,
size_t kc,
@@ -86,9 +87,23 @@
$if MLA:
while (k >= 16 * sizeof(int8_t)) {
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int16x4x4_t va${M}x0 = vld4_dup_s16((const void*)a${M}); a${M} += 8;
const int16x4x4_t va${M}x1 = vld4_dup_s16((const void*)a${M}); a${M} += 8;
+ $elif DUP == "LD2R":
+ const int16x4x2_t va${M}0x0 = vld2_dup_s16((const void*)a${M});
+ const int16x4x2_t va${M}1x0 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
+ const int16x4x2_t va${M}0x1 = vld2_dup_s16((const void*)a${M});
+ const int16x4x2_t va${M}1x1 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
+ $elif DUP == "LD1R":
+ const int16x4_t va${M}0x0 = vld1_dup_s16((const void*)a${M});
+ const int16x4_t va${M}1x0 = vld1_dup_s16((const void*)(a${M} + 2));
+ const int16x4_t va${M}2x0 = vld1_dup_s16((const void*)(a${M} + 4));
+ const int16x4_t va${M}3x0 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
+ const int16x4_t va${M}0x1 = vld1_dup_s16((const void*)a${M});
+ const int16x4_t va${M}1x1 = vld1_dup_s16((const void*)(a${M} + 2));
+ const int16x4_t va${M}2x1 = vld1_dup_s16((const void*)(a${M} + 4));
+ const int16x4_t va${M}3x1 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
$else:
const int8x8_t va${M}x0 = vld1_s8(a${M}); a${M} += 8;
const int8x8_t va${M}x1 = vld1_s8(a${M}); a${M} += 8;
@@ -99,12 +114,19 @@
$for K in range(4):
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}x0.val[${K}]);
const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}x1.val[${K}]);
+ $elif DUP == "LD2R":
+ const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}${int(K/2)}x0.val[${K%2}]);
+ const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}${int(K/2)}x1.val[${K%2}]);
+ $elif DUP == "LD1R":
+ const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}${K}x0);
+ const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}${K}x1);
$else:
const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}x0), ${K}));
const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}x1), ${K}));
+
$for N in range(0, NR, 4):
$for M in range(MR):
int16x8_t vprod${M}x${ABC[N:N+4]}c${K} = vmull_s8(vb${ABC[N:N+4]}c${K}x0, va${M}c${K}x0);
@@ -119,10 +141,18 @@
${"if" if MLA else "while"} (k >= 8 * sizeof(int8_t)) {
$for M in range(MR):
- $if LD4R:
- const int16x4x4_t va${M} = vld4_dup_s16((const void*)a${M}); a${M} += 8;
- $else:
- const int8x8_t va${M} = vld1_s8(a${M}); a${M} += 8;
+ $if DUP == "LD4R":
+ const int16x4x4_t va${M} = vld4_dup_s16((const void*)a${M}); a${M} += 8;
+ $elif DUP == "LD2R":
+ const int16x4x2_t va${M}0 = vld2_dup_s16((const void*)a${M});
+ const int16x4x2_t va${M}1 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
+ $elif DUP == "LD1R":
+ const int16x4_t va${M}0 = vld1_dup_s16((const void*)a${M});
+ const int16x4_t va${M}1 = vld1_dup_s16((const void*)(a${M} + 2));
+ const int16x4_t va${M}2 = vld1_dup_s16((const void*)(a${M} + 4));
+ const int16x4_t va${M}3 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
+ $else:
+ const int8x8_t va${M} = vld1_s8(a${M}); a${M} += 8;
$for K in range(4):
$for N in range(0, NR, 4):
@@ -130,8 +160,12 @@
$for K in range(4):
$for M in range(MR):
- $if LD4R:
+ $if DUP == "LD4R":
const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}.val[${K}]);
+ $elif DUP == "LD2R":
+ const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}${int(K/2)}.val[${K%2}]);
+ $elif DUP == "LD1R":
+ const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}${K});
$else:
const int8x8_t va${M}c${K} = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}), ${K}));
diff --git a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
index 4fe336c..731d298 100644
--- a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -81,6 +81,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -99,6 +100,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -117,6 +119,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -135,6 +138,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..d72f568
--- /dev/null
+++ b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,357 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..0b0c8e9
--- /dev/null
+++ b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,351 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
index 23c1544..9398df3 100644
--- a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -81,6 +81,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -99,6 +100,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -117,6 +119,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -135,6 +138,7 @@
vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..bbdf888
--- /dev/null
+++ b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,251 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..dd69de7
--- /dev/null
+++ b/src/qs8-igemm/gen/1x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,249 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
+ if (nc & 8) {
+ vst1_s8(c0, vout0x01234567); c0 += 8;
+ vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
index 2eeb261..ae0b4b7 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-dup.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..efeba82
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,263 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..15884fd
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,257 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+
+ int8x8_t vout0x01234567 = vmovn_s16(vacc0x01234567);
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
index 4ed1059..55c7a52 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
index f625f40..e80ae2b 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -72,6 +72,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -82,6 +83,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -92,6 +94,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -102,6 +105,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..0f51636
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,258 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..eadfc8f
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,252 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index ee36e7e..a5bd984 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -72,6 +72,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -82,6 +83,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -92,6 +94,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -102,6 +105,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c b/src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
index 209cae5..d9bf45e 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-gemmlowp-neon-mlal-dup.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
index a6d1de7..672bcc4 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0));
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1));
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2));
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3));
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..ef00e5a
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,260 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..de66b6c
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,254 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
index c42b556..cc5dc9b 100644
--- a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -71,6 +71,7 @@
const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]);
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
@@ -81,6 +82,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]);
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
@@ -91,6 +93,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]);
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
@@ -101,6 +104,7 @@
vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]);
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..f4e7c2c
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,194 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..e1127b0
--- /dev/null
+++ b/src/qs8-igemm/gen/1x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,192 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 1);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (1 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ a += 1;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ }
+ }
+ }
+ p -= 1 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+
+ int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567);
+#endif
+ const int8x8_t voutput_min = vld1_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x8_t voutput_max = vld1_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567 = vmax_s8(vout0x01234567, voutput_min);
+
+ vout0x01234567 = vmin_s8(vout0x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c0 + 0, vout0x01234567);
+
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
+ vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c0, vout0x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
index 778d81e..c2cc4ff 100644
--- a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -97,6 +97,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -129,6 +130,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -161,6 +163,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -193,6 +196,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..a171e2b
--- /dev/null
+++ b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,527 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..38d94f3
--- /dev/null
+++ b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,515 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
index b8efd96..6fb25bd 100644
--- a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -97,6 +97,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -129,6 +130,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -161,6 +163,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -193,6 +196,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..c20966e
--- /dev/null
+++ b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,357 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..1d7b9a0
--- /dev/null
+++ b/src/qs8-igemm/gen/2x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,353 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
index e96bccf..ce8efc9 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-dup.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
new file mode 100644
index 0000000..01825d8
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld1r.c
@@ -0,0 +1,372 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
new file mode 100644
index 0000000..20529b1
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld2r.c
@@ -0,0 +1,360 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neon.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ const float32x4_t voutput_min_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_min_less_zero_point);
+ vfpacc0x0123 = vmaxq_f32(vfpacc0x0123, voutput_min_less_zero_point);
+ vfpacc0x4567 = vmaxq_f32(vfpacc0x4567, voutput_min_less_zero_point);
+ vfpacc1x0123 = vmaxq_f32(vfpacc1x0123, voutput_min_less_zero_point);
+ vfpacc1x4567 = vmaxq_f32(vfpacc1x4567, voutput_min_less_zero_point);
+
+ const float32x4_t voutput_max_less_zero_point = vld1q_dup_f32(¶ms->fp32_neon.output_max_less_zero_point);
+ vfpacc0x0123 = vminq_f32(vfpacc0x0123, voutput_max_less_zero_point);
+ vfpacc0x4567 = vminq_f32(vfpacc0x4567, voutput_max_less_zero_point);
+ vfpacc1x0123 = vminq_f32(vfpacc1x0123, voutput_max_less_zero_point);
+ vfpacc1x4567 = vminq_f32(vfpacc1x4567, voutput_max_less_zero_point);
+
+ const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
+ vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias));
+ vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias));
+ vacc1x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x0123, vmagic_bias));
+ vacc1x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc1x4567, vmagic_bias));
+
+ const int32x4_t vmagic_bias_less_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_zero_point);
+ vacc0x0123 = vsubq_s32(vacc0x0123, vmagic_bias_less_zero_point);
+ vacc0x4567 = vsubq_s32(vacc0x4567, vmagic_bias_less_zero_point);
+ vacc1x0123 = vsubq_s32(vacc1x0123, vmagic_bias_less_zero_point);
+ vacc1x4567 = vsubq_s32(vacc1x4567, vmagic_bias_less_zero_point);
+
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc0x0123), vreinterpretq_s16_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vuzp1q_s16(vreinterpretq_s16_s32(vacc1x0123), vreinterpretq_s16_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vuzp1q_s8(vreinterpretq_s8_s16(vacc0x01234567), vreinterpretq_s8_s16(vacc1x01234567));
+#else
+ const int16x8_t vacc0x01234567 = vcombine_s16(vmovn_s32(vacc0x0123), vmovn_s32(vacc0x4567));
+ const int16x8_t vacc1x01234567 = vcombine_s16(vmovn_s32(vacc1x0123), vmovn_s32(vacc1x4567));
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vmovn_s16(vacc0x01234567), vmovn_s16(vacc1x01234567));
+#endif
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
index 5b5674f..47dbc29 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neon-mlal-ld4r.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
index 4bdf2c5..6cec06f 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-dup.c
@@ -86,6 +86,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -104,6 +105,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -122,6 +124,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -140,6 +143,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
new file mode 100644
index 0000000..8fc47b3
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld1r.c
@@ -0,0 +1,361 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
new file mode 100644
index 0000000..90f8e0c
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c
@@ -0,0 +1,349 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/intrinsics-polyfill.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
+ float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
+ float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
+ float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
+
+ const float32x4_t vscale = vld1q_dup_f32(¶ms->fp32_neonv8.scale);
+ vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale);
+ vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale);
+ vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale);
+ vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale);
+
+ vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
+ vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
+ vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
+ vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
index c2d90bb..9693095 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld4r.c
@@ -86,6 +86,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -104,6 +105,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -122,6 +124,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -140,6 +143,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c b/src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
index 59bc18a..10ec5e4 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-gemmlowp-neon-mlal-dup.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
index 832d222..b3d4265 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0));
const int8x8_t va1c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 0));
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1));
const int8x8_t va1c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 1));
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2));
const int8x8_t va1c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 2));
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3));
const int8x8_t va1c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x0), 3));
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..b3d5ecb
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,363 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..e08d7a8
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,351 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
index 1261460..29c87f8 100644
--- a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -85,6 +85,7 @@
const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]);
const int8x8_t va1c0x0 = vreinterpret_s8_s16(va1x0.val[0]);
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -103,6 +104,7 @@
const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]);
const int8x8_t va1c1x0 = vreinterpret_s8_s16(va1x0.val[1]);
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -121,6 +123,7 @@
const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]);
const int8x8_t va1c2x0 = vreinterpret_s8_s16(va1x0.val[2]);
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
@@ -139,6 +142,7 @@
const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]);
const int8x8_t va1c3x0 = vreinterpret_s8_s16(va1x0.val[3]);
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..987e197
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,257 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..aada03a
--- /dev/null
+++ b/src/qs8-igemm/gen/2x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,253 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 2);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (2 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 2) {
+ c1 = c0;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ a += 2;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ }
+ }
+ }
+ p -= 2 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
index 7627e9c..6da9949 100644
--- a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -113,6 +113,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
const int8x8_t va2c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 0));
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -159,6 +160,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
const int8x8_t va2c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 1));
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -205,6 +207,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
const int8x8_t va2c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 2));
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -251,6 +254,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
const int8x8_t va2c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 3));
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..e73705d
--- /dev/null
+++ b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,701 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..5c61701
--- /dev/null
+++ b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,683 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
index ed90930..46c8889 100644
--- a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -113,6 +113,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
const int8x8_t va2c0x0 = vreinterpret_s8_s16(va2x0.val[0]);
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -159,6 +160,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
const int8x8_t va2c1x0 = vreinterpret_s8_s16(va2x0.val[1]);
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -205,6 +207,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
const int8x8_t va2c2x0 = vreinterpret_s8_s16(va2x0.val[2]);
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -251,6 +254,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
const int8x8_t va2c3x0 = vreinterpret_s8_s16(va2x0.val[3]);
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..e6758fe
--- /dev/null
+++ b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,467 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..3464de6
--- /dev/null
+++ b/src/qs8-igemm/gen/3x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,461 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x8_t vout2x01234567 = vget_low_s8(vout2x0123456789ABCDEF);
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c2, vout2x01234567); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567 = vget_high_s8(vout2x0123456789ABCDEF);
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
index 3eb683b..15224bf 100644
--- a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -99,6 +99,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 0));
const int8x8_t va2c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 0));
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -125,6 +126,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 1));
const int8x8_t va2c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 1));
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -151,6 +153,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 2));
const int8x8_t va2c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 2));
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -177,6 +180,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1x1), 3));
const int8x8_t va2c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x0), 3));
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..b9d6b78
--- /dev/null
+++ b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,472 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c2 + 0, vout2x01234567);
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..d2c2745
--- /dev/null
+++ b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,454 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c2 + 0, vout2x01234567);
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
index 97f08e7..1fdfab1 100644
--- a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -99,6 +99,7 @@
const int8x8_t va1c0x1 = vreinterpret_s8_s16(va1x1.val[0]);
const int8x8_t va2c0x0 = vreinterpret_s8_s16(va2x0.val[0]);
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -125,6 +126,7 @@
const int8x8_t va1c1x1 = vreinterpret_s8_s16(va1x1.val[1]);
const int8x8_t va2c1x0 = vreinterpret_s8_s16(va2x0.val[1]);
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -151,6 +153,7 @@
const int8x8_t va1c2x1 = vreinterpret_s8_s16(va1x1.val[2]);
const int8x8_t va2c2x0 = vreinterpret_s8_s16(va2x0.val[2]);
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -177,6 +180,7 @@
const int8x8_t va1c3x1 = vreinterpret_s8_s16(va1x1.val[3]);
const int8x8_t va2c3x0 = vreinterpret_s8_s16(va2x0.val[3]);
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..8f840a0
--- /dev/null
+++ b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,326 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c2 + 0, vout2x01234567);
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..3fd3d05
--- /dev/null
+++ b/src/qs8-igemm/gen/3x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,320 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 3);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (3 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ a += 3;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ }
+ }
+ }
+ p -= 3 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c2 + 0, vout2x01234567);
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1_lane_s8(c2, vout2x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
index 502b732..fe1e9f0 100644
--- a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-dup.c
@@ -129,6 +129,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
const int8x8_t va3c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 0));
const int8x8_t va3c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -189,6 +190,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
const int8x8_t va3c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 1));
const int8x8_t va3c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -249,6 +251,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
const int8x8_t va3c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 2));
const int8x8_t va3c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -309,6 +312,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
const int8x8_t va3c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 3));
const int8x8_t va3c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..da5095d
--- /dev/null
+++ b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,871 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30x0 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x0 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x0 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x0 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+ const int16x4_t va30x1 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x1 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x1 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x1 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0x0, va3c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vprod3x89ABc0 = vmlal_s8(vprod3x89ABc0, vb89ABc0x1, va3c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0x0, va3c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vprod3xCDEFc0 = vmlal_s8(vprod3xCDEFc0, vbCDEFc0x1, va3c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va31x0);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va31x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1x0, va3c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vprod3x89ABc1 = vmlal_s8(vprod3x89ABc1, vb89ABc1x1, va3c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1x0, va3c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vprod3xCDEFc1 = vmlal_s8(vprod3xCDEFc1, vbCDEFc1x1, va3c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va32x0);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va32x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2x0, va3c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vprod3x89ABc2 = vmlal_s8(vprod3x89ABc2, vb89ABc2x1, va3c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2x0, va3c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vprod3xCDEFc2 = vmlal_s8(vprod3xCDEFc2, vbCDEFc2x1, va3c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va33x0);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va33x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3x0, va3c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vprod3x89ABc3 = vmlal_s8(vprod3x89ABc3, vb89ABc3x1, va3c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3x0, va3c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vprod3xCDEFc3 = vmlal_s8(vprod3xCDEFc3, vbCDEFc3x1, va3c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..2326264
--- /dev/null
+++ b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,847 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30x0 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x0 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+ const int16x4x2_t va30x1 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x1 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0.val[0]);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0x0, va0c0x0);
+ int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0x0, va1c0x0);
+ int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0x0, va2c0x0);
+ int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0x0, va3c0x0);
+ const int8x8_t vb89ABc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc0 = vmlal_s8(vprod0x89ABc0, vb89ABc0x1, va0c0x1);
+ vprod1x89ABc0 = vmlal_s8(vprod1x89ABc0, vb89ABc0x1, va1c0x1);
+ vprod2x89ABc0 = vmlal_s8(vprod2x89ABc0, vb89ABc0x1, va2c0x1);
+ vprod3x89ABc0 = vmlal_s8(vprod3x89ABc0, vb89ABc0x1, va3c0x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0x0, va0c0x0);
+ int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0x0, va1c0x0);
+ int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0x0, va2c0x0);
+ int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0x0, va3c0x0);
+ const int8x8_t vbCDEFc0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc0 = vmlal_s8(vprod0xCDEFc0, vbCDEFc0x1, va0c0x1);
+ vprod1xCDEFc0 = vmlal_s8(vprod1xCDEFc0, vbCDEFc0x1, va1c0x1);
+ vprod2xCDEFc0 = vmlal_s8(vprod2xCDEFc0, vbCDEFc0x1, va2c0x1);
+ vprod3xCDEFc0 = vmlal_s8(vprod3xCDEFc0, vbCDEFc0x1, va3c0x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va30x0.val[1]);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va30x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1x0, va0c1x0);
+ int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1x0, va1c1x0);
+ int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1x0, va2c1x0);
+ int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1x0, va3c1x0);
+ const int8x8_t vb89ABc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc1 = vmlal_s8(vprod0x89ABc1, vb89ABc1x1, va0c1x1);
+ vprod1x89ABc1 = vmlal_s8(vprod1x89ABc1, vb89ABc1x1, va1c1x1);
+ vprod2x89ABc1 = vmlal_s8(vprod2x89ABc1, vb89ABc1x1, va2c1x1);
+ vprod3x89ABc1 = vmlal_s8(vprod3x89ABc1, vb89ABc1x1, va3c1x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1x0, va0c1x0);
+ int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1x0, va1c1x0);
+ int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1x0, va2c1x0);
+ int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1x0, va3c1x0);
+ const int8x8_t vbCDEFc1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc1 = vmlal_s8(vprod0xCDEFc1, vbCDEFc1x1, va0c1x1);
+ vprod1xCDEFc1 = vmlal_s8(vprod1xCDEFc1, vbCDEFc1x1, va1c1x1);
+ vprod2xCDEFc1 = vmlal_s8(vprod2xCDEFc1, vbCDEFc1x1, va2c1x1);
+ vprod3xCDEFc1 = vmlal_s8(vprod3xCDEFc1, vbCDEFc1x1, va3c1x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va31x0.val[0]);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va31x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2x0, va0c2x0);
+ int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2x0, va1c2x0);
+ int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2x0, va2c2x0);
+ int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2x0, va3c2x0);
+ const int8x8_t vb89ABc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc2 = vmlal_s8(vprod0x89ABc2, vb89ABc2x1, va0c2x1);
+ vprod1x89ABc2 = vmlal_s8(vprod1x89ABc2, vb89ABc2x1, va1c2x1);
+ vprod2x89ABc2 = vmlal_s8(vprod2x89ABc2, vb89ABc2x1, va2c2x1);
+ vprod3x89ABc2 = vmlal_s8(vprod3x89ABc2, vb89ABc2x1, va3c2x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2x0, va0c2x0);
+ int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2x0, va1c2x0);
+ int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2x0, va2c2x0);
+ int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2x0, va3c2x0);
+ const int8x8_t vbCDEFc2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc2 = vmlal_s8(vprod0xCDEFc2, vbCDEFc2x1, va0c2x1);
+ vprod1xCDEFc2 = vmlal_s8(vprod1xCDEFc2, vbCDEFc2x1, va1c2x1);
+ vprod2xCDEFc2 = vmlal_s8(vprod2xCDEFc2, vbCDEFc2x1, va2c2x1);
+ vprod3xCDEFc2 = vmlal_s8(vprod3xCDEFc2, vbCDEFc2x1, va3c2x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va31x0.val[1]);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va31x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3x0, va0c3x0);
+ int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3x0, va1c3x0);
+ int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3x0, va2c3x0);
+ int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3x0, va3c3x0);
+ const int8x8_t vb89ABc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x89ABc3 = vmlal_s8(vprod0x89ABc3, vb89ABc3x1, va0c3x1);
+ vprod1x89ABc3 = vmlal_s8(vprod1x89ABc3, vb89ABc3x1, va1c3x1);
+ vprod2x89ABc3 = vmlal_s8(vprod2x89ABc3, vb89ABc3x1, va2c3x1);
+ vprod3x89ABc3 = vmlal_s8(vprod3x89ABc3, vb89ABc3x1, va3c3x1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3x0, va0c3x0);
+ int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3x0, va1c3x0);
+ int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3x0, va2c3x0);
+ int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3x0, va3c3x0);
+ const int8x8_t vbCDEFc3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0xCDEFc3 = vmlal_s8(vprod0xCDEFc3, vbCDEFc3x1, va0c3x1);
+ vprod1xCDEFc3 = vmlal_s8(vprod1xCDEFc3, vbCDEFc3x1, va1c3x1);
+ vprod2xCDEFc3 = vmlal_s8(vprod2xCDEFc3, vbCDEFc3x1, va2c3x1);
+ vprod3xCDEFc3 = vmlal_s8(vprod3xCDEFc3, vbCDEFc3x1, va3c3x1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
index e282fba..f6c3e24 100644
--- a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -129,6 +129,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
const int8x8_t va3c0x0 = vreinterpret_s8_s16(va3x0.val[0]);
const int8x8_t va3c0x1 = vreinterpret_s8_s16(va3x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -189,6 +190,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
const int8x8_t va3c1x0 = vreinterpret_s8_s16(va3x0.val[1]);
const int8x8_t va3c1x1 = vreinterpret_s8_s16(va3x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -249,6 +251,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
const int8x8_t va3c2x0 = vreinterpret_s8_s16(va3x0.val[2]);
const int8x8_t va3c2x1 = vreinterpret_s8_s16(va3x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -309,6 +312,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
const int8x8_t va3c3x0 = vreinterpret_s8_s16(va3x0.val[3]);
const int8x8_t va3c3x1 = vreinterpret_s8_s16(va3x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..46a978f
--- /dev/null
+++ b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,573 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..a8a707c
--- /dev/null
+++ b/src/qs8-igemm/gen/4x16c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,565 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc1x89AB = vacc0x89AB;
+ int32x4_t vacc1xCDEF = vacc0xCDEF;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc2x89AB = vacc0x89AB;
+ int32x4_t vacc2xCDEF = vacc0xCDEF;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+ int32x4_t vacc3x89AB = vacc0x89AB;
+ int32x4_t vacc3xCDEF = vacc0xCDEF;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+ const int16x8_t vprod0x89ABc3 = vmull_s8(vb89ABc3, va0c3);
+ const int16x8_t vprod1x89ABc3 = vmull_s8(vb89ABc3, va1c3);
+ const int16x8_t vprod2x89ABc3 = vmull_s8(vb89ABc3, va2c3);
+ const int16x8_t vprod3x89ABc3 = vmull_s8(vb89ABc3, va3c3);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc3);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc3);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc3);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc3);
+ const int16x8_t vprod0xCDEFc3 = vmull_s8(vbCDEFc3, va0c3);
+ const int16x8_t vprod1xCDEFc3 = vmull_s8(vbCDEFc3, va1c3);
+ const int16x8_t vprod2xCDEFc3 = vmull_s8(vbCDEFc3, va2c3);
+ const int16x8_t vprod3xCDEFc3 = vmull_s8(vbCDEFc3, va3c3);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc3);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc3);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc3);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int16x8_t vprod0x89ABc0 = vmull_s8(vb89ABc0, va0c0);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc0);
+ const int16x8_t vprod0xCDEFc0 = vmull_s8(vbCDEFc0, va0c0);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int16x8_t vprod1x89ABc0 = vmull_s8(vb89ABc0, va1c0);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc0);
+ const int16x8_t vprod1xCDEFc0 = vmull_s8(vbCDEFc0, va1c0);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int16x8_t vprod2x89ABc0 = vmull_s8(vb89ABc0, va2c0);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc0);
+ const int16x8_t vprod2xCDEFc0 = vmull_s8(vbCDEFc0, va2c0);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int16x8_t vprod3x89ABc0 = vmull_s8(vb89ABc0, va3c0);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc0);
+ const int16x8_t vprod3xCDEFc0 = vmull_s8(vbCDEFc0, va3c0);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int16x8_t vprod0x89ABc1 = vmull_s8(vb89ABc1, va0c1);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc1);
+ const int16x8_t vprod0xCDEFc1 = vmull_s8(vbCDEFc1, va0c1);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int16x8_t vprod1x89ABc1 = vmull_s8(vb89ABc1, va1c1);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc1);
+ const int16x8_t vprod1xCDEFc1 = vmull_s8(vbCDEFc1, va1c1);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int16x8_t vprod2x89ABc1 = vmull_s8(vb89ABc1, va2c1);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc1);
+ const int16x8_t vprod2xCDEFc1 = vmull_s8(vbCDEFc1, va2c1);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int16x8_t vprod3x89ABc1 = vmull_s8(vb89ABc1, va3c1);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc1);
+ const int16x8_t vprod3xCDEFc1 = vmull_s8(vbCDEFc1, va3c1);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb89ABc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vbCDEFc2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int16x8_t vprod0x89ABc2 = vmull_s8(vb89ABc2, va0c2);
+ vacc0x89AB = vpadalq_s16(vacc0x89AB, vprod0x89ABc2);
+ const int16x8_t vprod0xCDEFc2 = vmull_s8(vbCDEFc2, va0c2);
+ vacc0xCDEF = vpadalq_s16(vacc0xCDEF, vprod0xCDEFc2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int16x8_t vprod1x89ABc2 = vmull_s8(vb89ABc2, va1c2);
+ vacc1x89AB = vpadalq_s16(vacc1x89AB, vprod1x89ABc2);
+ const int16x8_t vprod1xCDEFc2 = vmull_s8(vbCDEFc2, va1c2);
+ vacc1xCDEF = vpadalq_s16(vacc1xCDEF, vprod1xCDEFc2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int16x8_t vprod2x89ABc2 = vmull_s8(vb89ABc2, va2c2);
+ vacc2x89AB = vpadalq_s16(vacc2x89AB, vprod2x89ABc2);
+ const int16x8_t vprod2xCDEFc2 = vmull_s8(vbCDEFc2, va2c2);
+ vacc2xCDEF = vpadalq_s16(vacc2xCDEF, vprod2xCDEFc2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int16x8_t vprod3x89ABc2 = vmull_s8(vb89ABc2, va3c2);
+ vacc3x89AB = vpadalq_s16(vacc3x89AB, vprod3x89ABc2);
+ const int16x8_t vprod3xCDEFc2 = vmull_s8(vbCDEFc2, va3c2);
+ vacc3xCDEF = vpadalq_s16(vacc3xCDEF, vprod3xCDEFc2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc0x89AB = vshlq_s32(vacc0x89AB, vright_pre_shift);
+ vacc0xCDEF = vshlq_s32(vacc0xCDEF, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc1x89AB = vshlq_s32(vacc1x89AB, vright_pre_shift);
+ vacc1xCDEF = vshlq_s32(vacc1xCDEF, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc2x89AB = vshlq_s32(vacc2x89AB, vright_pre_shift);
+ vacc2xCDEF = vshlq_s32(vacc2xCDEF, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+ vacc3x89AB = vshlq_s32(vacc3x89AB, vright_pre_shift);
+ vacc3xCDEF = vshlq_s32(vacc3xCDEF, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier);
+ vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc1x89AB = vqdmulhq_s32(vacc1x89AB, vmultiplier);
+ vacc1xCDEF = vqdmulhq_s32(vacc1xCDEF, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc2x89AB = vqdmulhq_s32(vacc2x89AB, vmultiplier);
+ vacc2xCDEF = vqdmulhq_s32(vacc2xCDEF, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+ vacc3x89AB = vqdmulhq_s32(vacc3x89AB, vmultiplier);
+ vacc3xCDEF = vqdmulhq_s32(vacc3xCDEF, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift);
+ vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc1x89AB = vrshlq_s32(vacc1x89AB, vright_post_shift);
+ vacc1xCDEF = vrshlq_s32(vacc1xCDEF, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc2x89AB = vrshlq_s32(vacc2x89AB, vright_post_shift);
+ vacc2xCDEF = vrshlq_s32(vacc2xCDEF, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+ vacc3x89AB = vrshlq_s32(vacc3x89AB, vright_post_shift);
+ vacc3xCDEF = vrshlq_s32(vacc3xCDEF, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
+ int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
+ int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
+ int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+ const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
+
+ int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
+ int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
+ int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
+ int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
+ vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
+ vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
+ vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
+
+ vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
+ vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
+ vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
+ vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
+
+ if (nc >= 16) {
+ vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
+ vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
+ vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
+ vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 16;
+ } else {
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
+ if (nc & 8) {
+ vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
+ vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
+ vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
+ vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
+ vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
+ vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
+ }
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
index 2e3feae..5aef476 100644
--- a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
+++ b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-dup.c
@@ -113,6 +113,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 0));
const int8x8_t va3c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 0));
const int8x8_t va3c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 0));
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -147,6 +148,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 1));
const int8x8_t va3c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 1));
const int8x8_t va3c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 1));
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -181,6 +183,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 2));
const int8x8_t va3c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 2));
const int8x8_t va3c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 2));
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -215,6 +218,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2x1), 3));
const int8x8_t va3c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x0), 3));
const int8x8_t va3c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3x1), 3));
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c
new file mode 100644
index 0000000..f92e8d8
--- /dev/null
+++ b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld1r.c
@@ -0,0 +1,575 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4_t va00x0 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va00x1 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10x0 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x0 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x0 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x0 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va10x1 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11x1 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12x1 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13x1 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20x0 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x0 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x0 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x0 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va20x1 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21x1 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22x1 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23x1 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30x0 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x0 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x0 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x0 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+ const int16x4_t va30x1 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31x1 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32x1 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33x1 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va11x0);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va11x1);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va21x0);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va21x1);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va31x0);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va31x1);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va12x0);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va12x1);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va22x0);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va22x1);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va32x0);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va32x1);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va13x0);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va13x1);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va23x0);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va23x1);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va33x0);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va33x1);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c
new file mode 100644
index 0000000..e37d199
--- /dev/null
+++ b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld2r.c
@@ -0,0 +1,551 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+ while (k >= 16 * sizeof(int8_t)) {
+ const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20x0 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x0 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va20x1 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21x1 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30x0 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x0 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+ const int16x4x2_t va30x1 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31x1 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
+ const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
+ const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
+ const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
+ const int8x8_t va2c0x0 = vreinterpret_s8_s16(va20x0.val[0]);
+ const int8x8_t va2c0x1 = vreinterpret_s8_s16(va20x1.val[0]);
+ const int8x8_t va3c0x0 = vreinterpret_s8_s16(va30x0.val[0]);
+ const int8x8_t va3c0x1 = vreinterpret_s8_s16(va30x1.val[0]);
+
+ int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
+ int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
+ int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
+ int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0x0, va3c0x0);
+ const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
+ vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
+ vprod2x0123c0 = vmlal_s8(vprod2x0123c0, vb0123c0x1, va2c0x1);
+ vprod3x0123c0 = vmlal_s8(vprod3x0123c0, vb0123c0x1, va3c0x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
+ int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
+ int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0x0, va2c0x0);
+ int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0x0, va3c0x0);
+ const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
+ vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
+ vprod2x4567c0 = vmlal_s8(vprod2x4567c0, vb4567c0x1, va2c0x1);
+ vprod3x4567c0 = vmlal_s8(vprod3x4567c0, vb4567c0x1, va3c0x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
+ const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
+ const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
+ const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
+ const int8x8_t va2c1x0 = vreinterpret_s8_s16(va20x0.val[1]);
+ const int8x8_t va2c1x1 = vreinterpret_s8_s16(va20x1.val[1]);
+ const int8x8_t va3c1x0 = vreinterpret_s8_s16(va30x0.val[1]);
+ const int8x8_t va3c1x1 = vreinterpret_s8_s16(va30x1.val[1]);
+
+ int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
+ int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
+ int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
+ int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1x0, va3c1x0);
+ const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
+ vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
+ vprod2x0123c1 = vmlal_s8(vprod2x0123c1, vb0123c1x1, va2c1x1);
+ vprod3x0123c1 = vmlal_s8(vprod3x0123c1, vb0123c1x1, va3c1x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
+ int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
+ int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1x0, va2c1x0);
+ int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1x0, va3c1x0);
+ const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
+ vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
+ vprod2x4567c1 = vmlal_s8(vprod2x4567c1, vb4567c1x1, va2c1x1);
+ vprod3x4567c1 = vmlal_s8(vprod3x4567c1, vb4567c1x1, va3c1x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
+ const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
+ const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
+ const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
+ const int8x8_t va2c2x0 = vreinterpret_s8_s16(va21x0.val[0]);
+ const int8x8_t va2c2x1 = vreinterpret_s8_s16(va21x1.val[0]);
+ const int8x8_t va3c2x0 = vreinterpret_s8_s16(va31x0.val[0]);
+ const int8x8_t va3c2x1 = vreinterpret_s8_s16(va31x1.val[0]);
+
+ int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
+ int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
+ int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
+ int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2x0, va3c2x0);
+ const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
+ vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
+ vprod2x0123c2 = vmlal_s8(vprod2x0123c2, vb0123c2x1, va2c2x1);
+ vprod3x0123c2 = vmlal_s8(vprod3x0123c2, vb0123c2x1, va3c2x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
+ int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
+ int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2x0, va2c2x0);
+ int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2x0, va3c2x0);
+ const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
+ vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
+ vprod2x4567c2 = vmlal_s8(vprod2x4567c2, vb4567c2x1, va2c2x1);
+ vprod3x4567c2 = vmlal_s8(vprod3x4567c2, vb4567c2x1, va3c2x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
+ const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
+ const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
+ const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
+ const int8x8_t va2c3x0 = vreinterpret_s8_s16(va21x0.val[1]);
+ const int8x8_t va2c3x1 = vreinterpret_s8_s16(va21x1.val[1]);
+ const int8x8_t va3c3x0 = vreinterpret_s8_s16(va31x0.val[1]);
+ const int8x8_t va3c3x1 = vreinterpret_s8_s16(va31x1.val[1]);
+
+ int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
+ int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
+ int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
+ int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3x0, va3c3x0);
+ const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
+ vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
+ vprod2x0123c3 = vmlal_s8(vprod2x0123c3, vb0123c3x1, va2c3x1);
+ vprod3x0123c3 = vmlal_s8(vprod3x0123c3, vb0123c3x1, va3c3x1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
+ int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
+ int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3x0, va2c3x0);
+ int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3x0, va3c3x0);
+ const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
+ vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
+ vprod2x4567c3 = vmlal_s8(vprod2x4567c3, vb4567c3x1, va2c3x1);
+ vprod3x4567c3 = vmlal_s8(vprod3x4567c3, vb4567c3x1, va3c3x1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 16 * sizeof(int8_t);
+ }
+
+ if (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
index a957034..c247266 100644
--- a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
+++ b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mlal-ld4r.c
@@ -113,6 +113,7 @@
const int8x8_t va2c0x1 = vreinterpret_s8_s16(va2x1.val[0]);
const int8x8_t va3c0x0 = vreinterpret_s8_s16(va3x0.val[0]);
const int8x8_t va3c0x1 = vreinterpret_s8_s16(va3x1.val[0]);
+
int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0x0, va2c0x0);
@@ -147,6 +148,7 @@
const int8x8_t va2c1x1 = vreinterpret_s8_s16(va2x1.val[1]);
const int8x8_t va3c1x0 = vreinterpret_s8_s16(va3x0.val[1]);
const int8x8_t va3c1x1 = vreinterpret_s8_s16(va3x1.val[1]);
+
int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1x0, va2c1x0);
@@ -181,6 +183,7 @@
const int8x8_t va2c2x1 = vreinterpret_s8_s16(va2x1.val[2]);
const int8x8_t va3c2x0 = vreinterpret_s8_s16(va3x0.val[2]);
const int8x8_t va3c2x1 = vreinterpret_s8_s16(va3x1.val[2]);
+
int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2x0, va2c2x0);
@@ -215,6 +218,7 @@
const int8x8_t va2c3x1 = vreinterpret_s8_s16(va2x1.val[3]);
const int8x8_t va3c3x0 = vreinterpret_s8_s16(va3x0.val[3]);
const int8x8_t va3c3x1 = vreinterpret_s8_s16(va3x1.val[3]);
+
int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3x0, va2c3x0);
diff --git a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c
new file mode 100644
index 0000000..5ac9976
--- /dev/null
+++ b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld1r.c
@@ -0,0 +1,389 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4_t va00 = vld1_dup_s16((const void*)a0);
+ const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2));
+ const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4));
+ const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8;
+ const int16x4_t va10 = vld1_dup_s16((const void*)a1);
+ const int16x4_t va11 = vld1_dup_s16((const void*)(a1 + 2));
+ const int16x4_t va12 = vld1_dup_s16((const void*)(a1 + 4));
+ const int16x4_t va13 = vld1_dup_s16((const void*)(a1 + 6)); a1 += 8;
+ const int16x4_t va20 = vld1_dup_s16((const void*)a2);
+ const int16x4_t va21 = vld1_dup_s16((const void*)(a2 + 2));
+ const int16x4_t va22 = vld1_dup_s16((const void*)(a2 + 4));
+ const int16x4_t va23 = vld1_dup_s16((const void*)(a2 + 6)); a2 += 8;
+ const int16x4_t va30 = vld1_dup_s16((const void*)a3);
+ const int16x4_t va31 = vld1_dup_s16((const void*)(a3 + 2));
+ const int16x4_t va32 = vld1_dup_s16((const void*)(a3 + 4));
+ const int16x4_t va33 = vld1_dup_s16((const void*)(a3 + 6)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va01);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va11);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va21);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va31);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va02);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va12);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va22);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va32);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va03);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va13);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va23);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va33);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c
new file mode 100644
index 0000000..7ee9d66
--- /dev/null
+++ b/src/qs8-igemm/gen/4x8c2-minmax-rndnu-neon-mull-ld2r.c
@@ -0,0 +1,381 @@
+// Auto-generated file. Do not edit!
+// Template: src/qs8-igemm/c2-neon-mull-dup.c.in
+// Generator: tools/xngen
+//
+// Copyright 2021 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+
+#include <assert.h>
+
+#include <arm_neon.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/math.h>
+
+void xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r(
+ size_t mr,
+ size_t nc,
+ size_t kc,
+ size_t ks,
+ const int8_t** restrict a,
+ const void* restrict w,
+ int8_t* restrict c,
+ size_t cm_stride,
+ size_t cn_stride,
+ size_t a_offset,
+ const int8_t* zero,
+ const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN XNN_DISABLE_MSAN
+{
+ assert(mr != 0);
+ assert(mr <= 4);
+ assert(nc != 0);
+ assert(kc != 0);
+ assert(ks != 0);
+ assert(ks % (4 * sizeof(void*)) == 0);
+ assert(a_offset % sizeof(int8_t) == 0);
+ assert(a != NULL);
+ assert(w != NULL);
+ assert(c != NULL);
+
+ kc = round_up_po2(kc, 2 * sizeof(int8_t));
+ int8_t* c0 = c;
+ int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
+ if XNN_UNPREDICTABLE(mr < 2) {
+ c1 = c0;
+ }
+ int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
+ if XNN_UNPREDICTABLE(mr <= 2) {
+ c2 = c1;
+ }
+ int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
+ if XNN_UNPREDICTABLE(mr != 4) {
+ c3 = c2;
+ }
+
+ do {
+ int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
+ int32x4_t vacc1x0123 = vacc0x0123;
+ int32x4_t vacc1x4567 = vacc0x4567;
+ int32x4_t vacc2x0123 = vacc0x0123;
+ int32x4_t vacc2x4567 = vacc0x4567;
+ int32x4_t vacc3x0123 = vacc0x0123;
+ int32x4_t vacc3x4567 = vacc0x4567;
+
+ size_t p = ks;
+ do {
+ const int8_t* restrict a0 = a[0];
+ if XNN_UNPREDICTABLE(a0 != zero) {
+ a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
+ }
+ const int8_t* restrict a1 = a[1];
+ if XNN_UNPREDICTABLE(a1 != zero) {
+ a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
+ }
+ const int8_t* restrict a2 = a[2];
+ if XNN_UNPREDICTABLE(a2 != zero) {
+ a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
+ }
+ const int8_t* restrict a3 = a[3];
+ if XNN_UNPREDICTABLE(a3 != zero) {
+ a3 = (const int8_t*) ((uintptr_t) a3 + a_offset);
+ }
+ a += 4;
+
+ size_t k = kc;
+
+
+ while (k >= 8 * sizeof(int8_t)) {
+ const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
+ const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
+ const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
+ const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
+ const int16x4x2_t va20 = vld2_dup_s16((const void*)a2);
+ const int16x4x2_t va21 = vld2_dup_s16((const void*)(a2 + 4)); a2 += 8;
+ const int16x4x2_t va30 = vld2_dup_s16((const void*)a3);
+ const int16x4x2_t va31 = vld2_dup_s16((const void*)(a3 + 4)); a3 += 8;
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(va20.val[0]);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(va30.val[0]);
+
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+ const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(va20.val[1]);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(va30.val[1]);
+
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+ const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(va21.val[0]);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(va31.val[0]);
+
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
+ const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
+ const int8x8_t va2c3 = vreinterpret_s8_s16(va21.val[1]);
+ const int8x8_t va3c3 = vreinterpret_s8_s16(va31.val[1]);
+
+ const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
+ const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
+ const int16x8_t vprod2x0123c3 = vmull_s8(vb0123c3, va2c3);
+ const int16x8_t vprod3x0123c3 = vmull_s8(vb0123c3, va3c3);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c3);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c3);
+ const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
+ const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
+ const int16x8_t vprod2x4567c3 = vmull_s8(vb4567c3, va2c3);
+ const int16x8_t vprod3x4567c3 = vmull_s8(vb4567c3, va3c3);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c3);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c3);
+
+ k -= 8 * sizeof(int8_t);
+ }
+
+ if XNN_UNLIKELY(k != 0) {
+ const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
+ const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
+ const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
+ const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k);
+
+ const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
+ const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
+ const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
+ const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
+ const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
+ const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
+ const int8x8_t va2c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 0));
+ const int16x8_t vprod2x0123c0 = vmull_s8(vb0123c0, va2c0);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c0);
+ const int16x8_t vprod2x4567c0 = vmull_s8(vb4567c0, va2c0);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c0);
+ const int8x8_t va3c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 0));
+ const int16x8_t vprod3x0123c0 = vmull_s8(vb0123c0, va3c0);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c0);
+ const int16x8_t vprod3x4567c0 = vmull_s8(vb4567c0, va3c0);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c0);
+
+ if (k > 2 * sizeof(int8_t)) {
+ const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
+ const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
+ const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
+ const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
+ const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
+ const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
+ const int8x8_t va2c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 1));
+ const int16x8_t vprod2x0123c1 = vmull_s8(vb0123c1, va2c1);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c1);
+ const int16x8_t vprod2x4567c1 = vmull_s8(vb4567c1, va2c1);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c1);
+ const int8x8_t va3c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 1));
+ const int16x8_t vprod3x0123c1 = vmull_s8(vb0123c1, va3c1);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c1);
+ const int16x8_t vprod3x4567c1 = vmull_s8(vb4567c1, va3c1);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c1);
+
+ if (k > 4 * sizeof(int8_t)) {
+ const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+ const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
+
+ const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
+ const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
+ vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
+ const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
+ vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
+ const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
+ const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
+ vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
+ const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
+ vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
+ const int8x8_t va2c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va2), 2));
+ const int16x8_t vprod2x0123c2 = vmull_s8(vb0123c2, va2c2);
+ vacc2x0123 = vpadalq_s16(vacc2x0123, vprod2x0123c2);
+ const int16x8_t vprod2x4567c2 = vmull_s8(vb4567c2, va2c2);
+ vacc2x4567 = vpadalq_s16(vacc2x4567, vprod2x4567c2);
+ const int8x8_t va3c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va3), 2));
+ const int16x8_t vprod3x0123c2 = vmull_s8(vb0123c2, va3c2);
+ vacc3x0123 = vpadalq_s16(vacc3x0123, vprod3x0123c2);
+ const int16x8_t vprod3x4567c2 = vmull_s8(vb4567c2, va3c2);
+ vacc3x4567 = vpadalq_s16(vacc3x4567, vprod3x4567c2);
+ }
+ }
+ }
+ p -= 4 * sizeof(void*);
+ } while (p != 0);
+
+ const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
+ const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
+ const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
+
+ vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
+ vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
+ vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
+ vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
+ vacc2x0123 = vshlq_s32(vacc2x0123, vright_pre_shift);
+ vacc2x4567 = vshlq_s32(vacc2x4567, vright_pre_shift);
+ vacc3x0123 = vshlq_s32(vacc3x0123, vright_pre_shift);
+ vacc3x4567 = vshlq_s32(vacc3x4567, vright_pre_shift);
+
+ vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
+ vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
+ vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
+ vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
+ vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
+ vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
+ vacc3x0123 = vqdmulhq_s32(vacc3x0123, vmultiplier);
+ vacc3x4567 = vqdmulhq_s32(vacc3x4567, vmultiplier);
+
+ vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
+ vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
+ vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
+ vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
+ vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
+ vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
+ vacc3x0123 = vrshlq_s32(vacc3x0123, vright_post_shift);
+ vacc3x4567 = vrshlq_s32(vacc3x4567, vright_post_shift);
+
+ const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
+#if XNN_ARCH_ARM64
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
+ int8x16_t vout2x01234567_3x01234567 = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc3x01234567);
+#else
+ const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
+ const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
+ const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
+ const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
+
+ int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
+ int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc3x01234567));
+#endif
+ const int8x16_t voutput_min = vld1q_dup_s8(¶ms->rndnu_neon.output_min);
+ const int8x16_t voutput_max = vld1q_dup_s8(¶ms->rndnu_neon.output_max);
+
+ vout2x01234567_3x01234567 = vmaxq_s8(vout2x01234567_3x01234567, voutput_min);
+ vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
+
+ vout2x01234567_3x01234567 = vminq_s8(vout2x01234567_3x01234567, voutput_max);
+ vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
+
+ if (nc >= 8) {
+ vst1_s8(c3 + 0, vget_high_s8(vout2x01234567_3x01234567));
+ vst1_s8(c2 + 0, vget_low_s8(vout2x01234567_3x01234567));
+ vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
+ vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
+
+ c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
+ c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
+ c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
+ c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
+
+ a = (const int8_t**restrict) ((uintptr_t) a - ks);
+
+ nc -= 8;
+ } else {
+ if (nc & 4) {
+ vst1q_lane_u32(__builtin_assume_aligned(c3, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c2, 1), vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c1, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
+ vst1q_lane_u32(__builtin_assume_aligned(c0, 1), vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
+ }
+ if (nc & 2) {
+ vst1q_lane_u16(__builtin_assume_aligned(c3, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c2, 1), vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c1, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
+ vst1q_lane_u16(__builtin_assume_aligned(c0, 1), vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
+ vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
+ vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
+ }
+ if (nc & 1) {
+ vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
+ vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
+ vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
+ vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
+ }
+
+ nc = 0;
+ }
+ } while (nc != 0);
+}
diff --git a/src/xnnpack/gemm.h b/src/xnnpack/gemm.h
index a6e074d..3819681 100644
--- a/src/xnnpack/gemm.h
+++ b/src/xnnpack/gemm.h
@@ -802,6 +802,54 @@
DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_dup)
DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_dup)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r)
+
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r)
+DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r)
+
DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r)
DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r)
DECLARE_QS8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld4r)
@@ -1228,6 +1276,18 @@
DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_dup)
DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_dup)
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r)
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r)
+
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r)
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r)
+
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r)
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r)
+
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r)
+DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r)
+
DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r)
DECLARE_QC8_GEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld4r)
diff --git a/src/xnnpack/igemm.h b/src/xnnpack/igemm.h
index 340e47e..602bd14 100644
--- a/src/xnnpack/igemm.h
+++ b/src/xnnpack/igemm.h
@@ -628,6 +628,54 @@
DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_dup)
DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_dup)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r)
+
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r)
+DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r)
+
DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r)
DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r)
DECLARE_QS8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld4r)
@@ -985,6 +1033,18 @@
DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_dup)
DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_dup)
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r)
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r)
+
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r)
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r)
+
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r)
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r)
+
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r)
+DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r)
+
DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r)
DECLARE_QC8_IGEMM_MINMAX_UKERNEL_FUNCTION(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld4r)
diff --git a/test/qc8-gemm-minmax-fp32.cc b/test/qc8-gemm-minmax-fp32.cc
index 3b10bc9..ece4187 100644
--- a/test/qc8-gemm-minmax-fp32.cc
+++ b/test/qc8-gemm-minmax-fp32.cc
@@ -23,6 +23,3654 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
TEST(QC8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD4R, k_eq_16) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
diff --git a/test/qc8-gemm-minmax-fp32.yaml b/test/qc8-gemm-minmax-fp32.yaml
index c0face6..6edbfcd 100644
--- a/test/qc8-gemm-minmax-fp32.yaml
+++ b/test/qc8-gemm-minmax-fp32.yaml
@@ -3,6 +3,30 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r
init: xnn_init_qs8_minmax_neon_fp32_params
k-block: 16
diff --git a/test/qc8-igemm-minmax-fp32.cc b/test/qc8-igemm-minmax-fp32.cc
index ba61a28..30d015b 100644
--- a/test/qc8-igemm-minmax-fp32.cc
+++ b/test/qc8-igemm-minmax-fp32.cc
@@ -23,6 +23,3750 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
TEST(QC8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD4R, k_eq_16) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
diff --git a/test/qc8-igemm-minmax-fp32.yaml b/test/qc8-igemm-minmax-fp32.yaml
index 9983200..5d1f40a 100644
--- a/test/qc8-igemm-minmax-fp32.yaml
+++ b/test/qc8-igemm-minmax-fp32.yaml
@@ -3,6 +3,30 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r
init: xnn_init_qs8_minmax_neon_fp32_params
k-block: 16
diff --git a/test/qs8-gemm-minmax-fp32.cc b/test/qs8-gemm-minmax-fp32.cc
index a8938f7..3b95514 100644
--- a/test/qs8-gemm-minmax-fp32.cc
+++ b/test/qs8-gemm-minmax-fp32.cc
@@ -23,6 +23,3654 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
TEST(QS8_GEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD4R, k_eq_16) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
diff --git a/test/qs8-gemm-minmax-fp32.yaml b/test/qs8-gemm-minmax-fp32.yaml
index dff0048..31aee5a 100644
--- a/test/qs8-gemm-minmax-fp32.yaml
+++ b/test/qs8-gemm-minmax-fp32.yaml
@@ -3,6 +3,30 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r
init: xnn_init_qs8_conv_minmax_fp32_neon_params
k-block: 16
diff --git a/test/qs8-gemm-minmax-rndnu.cc b/test/qs8-gemm-minmax-rndnu.cc
index a096fbf..5e83d3f 100644
--- a/test/qs8-gemm-minmax-rndnu.cc
+++ b/test/qs8-gemm-minmax-rndnu.cc
@@ -23,6 +23,14598 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD4R, k_eq_8) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
diff --git a/test/qs8-gemm-minmax-rndnu.yaml b/test/qs8-gemm-minmax-rndnu.yaml
index e090269..e780f4a 100644
--- a/test/qs8-gemm-minmax-rndnu.yaml
+++ b/test/qs8-gemm-minmax-rndnu.yaml
@@ -3,6 +3,102 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 8
diff --git a/test/qs8-igemm-minmax-fp32.cc b/test/qs8-igemm-minmax-fp32.cc
index 2a21c23..3aa38ce 100644
--- a/test/qs8-igemm-minmax-fp32.cc
+++ b/test/qs8-igemm-minmax-fp32.cc
@@ -23,6 +23,3750 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2__NEONV8_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
TEST(QS8_IGEMM_MINMAX_FP32_1X8C2__NEON_MLAL_LD4R, k_eq_16) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
diff --git a/test/qs8-igemm-minmax-fp32.yaml b/test/qs8-igemm-minmax-fp32.yaml
index 174e5a0..7051d5d 100644
--- a/test/qs8-igemm-minmax-fp32.yaml
+++ b/test/qs8-igemm-minmax-fp32.yaml
@@ -3,6 +3,30 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r
init: xnn_init_qs8_conv_minmax_fp32_neon_params
k-block: 16
diff --git a/test/qs8-igemm-minmax-rndnu.cc b/test/qs8-igemm-minmax-rndnu.cc
index f3a5a44..e5764b0 100644
--- a/test/qs8-igemm-minmax-rndnu.cc
+++ b/test/qs8-igemm-minmax-rndnu.cc
@@ -23,6 +23,14982 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD1R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MULL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_gt_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 9; n < 16; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, n_div_8_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 16; n <= 24; n += 8) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 1; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 1; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 2; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 3; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 3; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_eq_16_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_lt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, k_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, small_kernel_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_gt_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 17; n < 32; n++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, n_div_16_small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 32; n <= 48; n += 16) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 16; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, zero) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t mz = 0; mz < 4; mz++) {
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2__NEON_MLAL_LD2R, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2__NEON_MULL_LD4R, k_eq_8) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
diff --git a/test/qs8-igemm-minmax-rndnu.yaml b/test/qs8-igemm-minmax-rndnu.yaml
index 1ef35de..fce04fc 100644
--- a/test/qs8-igemm-minmax-rndnu.yaml
+++ b/test/qs8-igemm-minmax-rndnu.yaml
@@ -3,6 +3,102 @@
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 8