C2S4 QS8 Neon GEMM/IGEMM microkernels.
- Rename existing S4C2 to C2S4 as it isa shuffle variant of the C2 dup microkernel.
- Add QC8 microkernels
- Add all sizes. Same set of microkernels as C2 and C4, except no gemmlowp.
PiperOrigin-RevId: 408950530
diff --git a/test/qc8-gemm-minmax-fp32.cc b/test/qc8-gemm-minmax-fp32.cc
index 663259a..f82e4f7 100644
--- a/test/qc8-gemm-minmax-fp32.cc
+++ b/test/qc8-gemm-minmax-fp32.cc
@@ -23,6 +23,1830 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, 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_2X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, 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_1X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, 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_2X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, 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_1X8C4__NEON_MLAL_PADAL_DUP, 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 14156f9..b226618 100644
--- a/test/qc8-gemm-minmax-fp32.yaml
+++ b/test/qc8-gemm-minmax-fp32.yaml
@@ -3,6 +3,18 @@
# 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_1x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
- name: xnn_qc8_gemm_minmax_fp32_ukernel_1x8c4__neon_mlal_padal_dup
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 feeed40..8565cd6 100644
--- a/test/qc8-igemm-minmax-fp32.cc
+++ b/test/qc8-igemm-minmax-fp32.cc
@@ -23,6 +23,1878 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, 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_2X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_minmax_neon_fp32_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, 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_1X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, 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_2X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_minmax_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QC8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, 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_1X8C4__NEON_MLAL_PADAL_DUP, 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 47928e1..b300995 100644
--- a/test/qc8-igemm-minmax-fp32.yaml
+++ b/test/qc8-igemm-minmax-fp32.yaml
@@ -3,6 +3,18 @@
# 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_1x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_minmax_neon_fp32_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
+- name: xnn_qc8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_minmax_neon_params
+ k-block: 16
- name: xnn_qc8_igemm_minmax_fp32_ukernel_1x8c4__neon_mlal_padal_dup
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 cdfe380..217e951 100644
--- a/test/qs8-gemm-minmax-fp32.cc
+++ b/test/qs8-gemm-minmax-fp32.cc
@@ -23,6 +23,1830 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, 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_2X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, 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_1X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, 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_2X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_GEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, 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_1X8C4__NEON_MLAL_PADAL_DUP, 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 8a30130..e14b172 100644
--- a/test/qs8-gemm-minmax-fp32.yaml
+++ b/test/qs8-gemm-minmax-fp32.yaml
@@ -3,6 +3,18 @@
# 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_1x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
- name: xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neon_mlal_padal_dup
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 fc36cfa..9537fc4 100644
--- a/test/qs8-gemm-minmax-rndnu.cc
+++ b/test/qs8-gemm-minmax-rndnu.cc
@@ -23,6 +23,7302 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, 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_2X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, 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_3X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, 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_4X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, 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_1X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, 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_2X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, 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_3X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, 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_4X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, 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_1X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, 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_2X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, 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_3X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, 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_4X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, 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_1X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, 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_2X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, 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_3X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, 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_4X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_eq_16_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(37)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .a_stride(163)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_GEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, 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_1X8C4__NEON_MULL_PADAL_DUP, k_eq_8) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
@@ -7319,1830 +14615,6 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_eq_16) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_eq_16_strided_a) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .a_stride(19)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_lt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .a_stride(19)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_gt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 17; k < 32; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .a_stride(37)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_div_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 32; k <= 160; k += 16) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .a_stride(163)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .a_stride(83)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .a_stride(83)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .qmin(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .qmax(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .cm_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, 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_2X8S4C2__NEON_MLAL_PADAL, k_eq_16) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_eq_16_strided_a) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .a_stride(19)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_lt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .a_stride(19)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_gt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 17; k < 32; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .a_stride(37)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_div_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 32; k <= 160; k += 16) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .a_stride(163)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .a_stride(83)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .a_stride(83)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .qmin(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .qmax(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .cm_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, 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_1X8S4C2__NEON_MULL_PADAL, k_eq_8) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_eq_8_strided_a) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .a_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_lt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 8; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .a_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_gt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 9; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .a_stride(19)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_div_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 16; k <= 80; k += 8) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .a_stride(83)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .a_stride(43)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .a_stride(43)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .qmin(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .qmax(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .cm_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, 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_2X8S4C2__NEON_MULL_PADAL, k_eq_8) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_eq_8_strided_a) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .a_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_lt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 8; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .a_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_gt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 9; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .a_stride(19)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_div_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 16; k <= 80; k += 8) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .a_stride(83)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .a_stride(43)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .a_stride(43)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .qmin(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .qmax(128)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_GEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .cm_stride(11)
- .Test(xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, 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_PADAL_DUP, 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 626e4ab..dc61434 100644
--- a/test/qs8-gemm-minmax-rndnu.yaml
+++ b/test/qs8-gemm-minmax-rndnu.yaml
@@ -3,6 +3,54 @@
# 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_1x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 8
@@ -51,18 +99,6 @@
- name: xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_padal_dup
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 16
-- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 16
-- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 16
-- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 8
-- name: xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 8
- name: xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup
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 659c844..80d01e0 100644
--- a/test/qs8-igemm-minmax-fp32.cc
+++ b/test/qs8-igemm-minmax-fp32.cc
@@ -23,6 +23,1878 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal_padal, 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_2X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neon_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal, 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_1X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_1X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal, 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_2X8C2S4__NEONV8_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, xnn_init_qs8_conv_minmax_fp32_neonv8_params, xnn_init_qs8_requantization_fp32_params, xnn_qs8_requantize_fp32);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_FP32_2X8C2S4__NEONV8_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON_V8;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal, 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_1X8C4__NEON_MLAL_PADAL_DUP, 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 5dd77a9..1024cef 100644
--- a/test/qs8-igemm-minmax-fp32.yaml
+++ b/test/qs8-igemm-minmax-fp32.yaml
@@ -3,6 +3,18 @@
# 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_1x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_fp32_ukernel_2x8c2s4__neonv8_mlal_padal
+ init: xnn_init_qs8_conv_minmax_fp32_neonv8_params
+ k-block: 16
- name: xnn_qs8_igemm_minmax_fp32_ukernel_1x8c4__neon_mlal_padal_dup
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 50e5aef..8378366 100644
--- a/test/qs8-igemm-minmax-rndnu.cc
+++ b/test/qs8-igemm-minmax-rndnu.cc
@@ -23,6 +23,7494 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, 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_2X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, 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_3X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, 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_4X8C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, 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_1X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(43)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, 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_2X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, 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_3X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(127)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, 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_4X16C2S4__NEON_MULL_PADAL, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MULL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(8)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, 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_1X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, 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_2X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, 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_3X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, 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_4X8C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(8)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(8)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X8C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(8)
+ .k(16)
+ .cm_stride(11)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, 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_1X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(1)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(83)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_1X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(1)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(1)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, 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_2X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(2)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(163)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_2X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(2)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, 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_3X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(3)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(251)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_3X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(3)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(3)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, 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_4X16C2S4__NEON_MLAL_PADAL, k_eq_16) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(16)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(16)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_lt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_gt_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 17; k < 32; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, k_div_16) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 32; k <= 160; k += 16) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, small_kernel) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .ks(3)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(19)
+ .iterations(1)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, a_offset) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 80; k += 17) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, 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(4)
+ .m(4)
+ .n(16)
+ .k(k)
+ .ks(3)
+ .a_offset(331)
+ .zero_index(mz)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+ }
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmin(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .qmax(128)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
+ }
+
+ TEST(QS8_IGEMM_MINMAX_RNDNU_4X16C2S4__NEON_MLAL_PADAL, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(16)
+ .kr(2)
+ .sr(4)
+ .m(4)
+ .n(16)
+ .k(16)
+ .cm_stride(19)
+ .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, 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_1X8C4__NEON_MULL_PADAL_DUP, k_eq_8) {
TEST_REQUIRES_ARM_NEON;
GemmMicrokernelTester()
@@ -7511,1878 +14999,6 @@
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_eq_16) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_lt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_gt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 17; k < 32; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, k_div_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 32; k <= 160; k += 16) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, small_kernel) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 80; k += 17) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .ks(3)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, a_offset) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 80; k += 17) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(83)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(83)
- .zero_index(mz)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .qmin(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .qmax(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MLAL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(16)
- .cm_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal, 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_2X8S4C2__NEON_MLAL_PADAL, k_eq_16) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(16)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_lt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_gt_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 17; k < 32; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, k_div_16) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 32; k <= 160; k += 16) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, small_kernel) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 80; k += 17) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .ks(3)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, a_offset) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 80; k += 17) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(163)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(163)
- .zero_index(mz)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .qmin(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .qmax(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MLAL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(16)
- .cm_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal, 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_1X8S4C2__NEON_MULL_PADAL, k_eq_8) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_lt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 8; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_gt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 9; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, k_div_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 16; k <= 80; k += 8) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, small_kernel) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 40; k += 9) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .ks(3)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, a_offset) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 40; k += 9) {
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(43)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(1)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(43)
- .zero_index(mz)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .qmin(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .qmax(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_1X8S4C2__NEON_MULL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(1)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(1)
- .n(8)
- .k(8)
- .cm_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal, 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_2X8S4C2__NEON_MULL_PADAL, k_eq_8) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, strided_cn) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(8)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(8)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_lt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k < 8; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_gt_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 9; k < 16; k++) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, k_div_8) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 16; k <= 80; k += 8) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(n)
- .k(k)
- .cn_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, small_kernel) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 40; k += 9) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .ks(3)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(m)
- .n(n)
- .k(k)
- .cm_stride(11)
- .iterations(1)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, a_offset) {
- TEST_REQUIRES_ARM_NEON;
- for (size_t k = 1; k <= 40; k += 9) {
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(83)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, 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(4)
- .m(2)
- .n(8)
- .k(k)
- .ks(3)
- .a_offset(83)
- .zero_index(mz)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
- }
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, qmin) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .qmin(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, qmax) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .qmax(128)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, xnn_init_qs8_conv_minmax_rndnu_neon_params, xnn_init_qs8_requantization_rndnu_params, xnn_qs8_requantize_rndnu);
- }
-
- TEST(QS8_IGEMM_MINMAX_RNDNU_2X8S4C2__NEON_MULL_PADAL, strided_cm) {
- TEST_REQUIRES_ARM_NEON;
- GemmMicrokernelTester()
- .mr(2)
- .nr(8)
- .kr(2)
- .sr(4)
- .m(2)
- .n(8)
- .k(8)
- .cm_stride(11)
- .Test(xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal, 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_PADAL_DUP, 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 14168f3..53695f7 100644
--- a/test/qs8-igemm-minmax-rndnu.yaml
+++ b/test/qs8-igemm-minmax-rndnu.yaml
@@ -3,6 +3,54 @@
# 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_1x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 8
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
+- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal
+ init: xnn_init_qs8_conv_minmax_rndnu_neon_params
+ k-block: 16
- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 8
@@ -51,18 +99,6 @@
- name: xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_padal_dup
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 16
-- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 16
-- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 16
-- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 8
-- name: xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal
- init: xnn_init_qs8_conv_minmax_rndnu_neon_params
- k-block: 8
- name: xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup
init: xnn_init_qs8_conv_minmax_rndnu_neon_params
k-block: 8