Rename Q8 microkernels and operators to QU8
- Indicate unsigned datatype
- Make space for QS8 with signed quantization
PiperOrigin-RevId: 321275708
diff --git a/test/qu8-gemm-minmax.cc b/test/qu8-gemm-minmax.cc
new file mode 100644
index 0000000..8efc065
--- /dev/null
+++ b/test/qu8-gemm-minmax.cc
@@ -0,0 +1,2419 @@
+// Copyright (c) Facebook, Inc. and its affiliates.
+// All rights reserved.
+//
+// Copyright 2019 Google LLC
+//
+// This source code is licensed under the BSD-style license found in the
+// LICENSE file in the root directory of this source tree.
+//
+// Auto-generated file. Do not edit!
+// Specification: test/qu8-gemm-minmax.yaml
+// Generator: tools/generate-gemm-test.py
+
+
+#include <gtest/gtest.h>
+
+#include <xnnpack/common.h>
+#include <xnnpack/isa-checks.h>
+
+#include <xnnpack/gemm.h>
+#include <xnnpack/igemm.h>
+#include <xnnpack/ppmm.h>
+#include "gemm-microkernel-tester.h"
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, 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(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, no_a_zero_point) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, no_b_zero_point) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X8__NEON, no_zero_point) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(4)
+ .n(8)
+ .k(k)
+ .a_zero_point(0)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x8__neon);
+ }
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_ARM || XNN_ARCH_ARM64
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_eq_8) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, strided_cn) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .cn_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_eq_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_eq_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_eq_8_subtile_m) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t m = 1; m <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(8)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_eq_8_subtile_n) {
+ TEST_REQUIRES_ARM_NEON;
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_lt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_lt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_lt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_gt_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_gt_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_gt_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_div_8) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_div_8_strided_a) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, k_div_8_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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 <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .cn_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, 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 <= 8; m++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, strided_cm_subtile) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 8; m++) {
+ for (uint32_t n = 1; n <= 8; n++) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(11)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, qmin) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, qmax) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, strided_cm) {
+ TEST_REQUIRES_ARM_NEON;
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(8)
+ .cm_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, no_a_zero_point) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, no_b_zero_point) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_8X8__NEON, no_zero_point) {
+ TEST_REQUIRES_ARM_NEON;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(8)
+ .nr(8)
+ .kr(1)
+ .sr(1)
+ .m(8)
+ .n(8)
+ .k(k)
+ .a_zero_point(0)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_8x8__neon);
+ }
+ }
+#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, no_a_zero_point) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, no_b_zero_point) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_2X4C8__SSE2, no_zero_point) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(4)
+ .kr(8)
+ .sr(1)
+ .m(2)
+ .n(4)
+ .k(k)
+ .a_zero_point(0)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x4c8__sse2);
+ }
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+#if XNN_ARCH_X86 || XNN_ARCH_X86_64
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_eq_8) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cn_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_eq_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_eq_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_eq_8_subtile_m) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(4)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_eq_8_subtile_n) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(8)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_lt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_lt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_lt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k < 8; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_gt_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_gt_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(19)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_gt_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 9; k < 16; k++) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_div_8) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_div_8_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_stride(83)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, k_div_8_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 16; k <= 80; k += 8) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_gt_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_gt_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_gt_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_gt_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 5; n < 8; n++) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_div_4) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_div_4_strided_cn) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .cn_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_div_4_strided_a) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(n)
+ .k(k)
+ .a_stride(43)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, n_div_4_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (uint32_t n = 8; n <= 12; n += 4) {
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, strided_cm_subtile) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ for (uint32_t m = 1; m <= 4; m++) {
+ for (uint32_t n = 1; n <= 4; n++) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(7)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, qmin) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmin(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, qmax) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .qmax(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, strided_cm) {
+ TEST_REQUIRES_X86_SSE2;
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(8)
+ .cm_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, no_a_zero_point) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, no_b_zero_point) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+
+ TEST(QU8_GEMM_MINMAX_4X4C2__SSE2, no_zero_point) {
+ TEST_REQUIRES_X86_SSE2;
+ for (size_t k = 1; k <= 40; k += 9) {
+ GemmMicrokernelTester()
+ .mr(4)
+ .nr(4)
+ .kr(2)
+ .sr(1)
+ .m(4)
+ .n(4)
+ .k(k)
+ .a_zero_point(0)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_4x4c2__sse2);
+ }
+ }
+#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
+
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_eq_1) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, strided_cn) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(1)
+ .cn_stride(5)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_eq_1_strided_a) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(1)
+ .a_stride(3)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_eq_1_subtile) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 2; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(1)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_eq_1_subtile_m) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(2)
+ .k(1)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_eq_1_subtile_n) {
+ for (uint32_t n = 1; n <= 2; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(1)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_gt_1) {
+ for (size_t k = 2; k < 10; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_gt_1_strided_a) {
+ for (size_t k = 2; k < 10; k++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .a_stride(11)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, k_gt_1_subtile) {
+ for (size_t k = 2; k < 10; k++) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 2; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_gt_2) {
+ for (uint32_t n = 3; n < 4; n++) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_gt_2_strided_cn) {
+ for (uint32_t n = 3; n < 4; n++) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .cn_stride(5)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_gt_2_strided_a) {
+ for (uint32_t n = 3; n < 4; n++) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_gt_2_subtile) {
+ for (uint32_t n = 3; n < 4; n++) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_div_2) {
+ for (uint32_t n = 4; n <= 6; n += 2) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_div_2_strided_cn) {
+ for (uint32_t n = 4; n <= 6; n += 2) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .cn_stride(5)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_div_2_strided_a) {
+ for (uint32_t n = 4; n <= 6; n += 2) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(n)
+ .k(k)
+ .a_stride(7)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, n_div_2_subtile) {
+ for (uint32_t n = 4; n <= 6; n += 2) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, strided_cm_subtile) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ for (uint32_t m = 1; m <= 2; m++) {
+ for (uint32_t n = 1; n <= 2; n++) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(m)
+ .n(n)
+ .k(k)
+ .cm_stride(5)
+ .iterations(1)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+ }
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, qmin) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(1)
+ .qmin(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, qmax) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(1)
+ .qmax(128)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, strided_cm) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(1)
+ .cm_stride(5)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, no_a_zero_point) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .a_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, no_b_zero_point) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
+
+TEST(QU8_GEMM_MINMAX_2X2__SCALAR, no_zero_point) {
+ for (size_t k = 1; k <= 5; k += 2) {
+ GemmMicrokernelTester()
+ .mr(2)
+ .nr(2)
+ .kr(1)
+ .sr(1)
+ .m(2)
+ .n(2)
+ .k(k)
+ .a_zero_point(0)
+ .b_zero_point(0)
+ .Test(xnn_qu8_gemm_minmax_ukernel_2x2__scalar, GemmMicrokernelTester::Variant::Scalar);
+ }
+}
\ No newline at end of file