// 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-fp32.yaml // Generator: tools/generate-gemm-test.py #include #include #include #include #include #include #include #include #include "gemm-microkernel-tester.h" #if XNN_ARCH_ARM TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_eq_4) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(4) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, strided_cn) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(4) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_eq_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(4) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_eq_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(4) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_eq_4_subtile_m) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(2) .k(4) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_eq_4_subtile_n) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(4) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_lt_4) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k < 4; k++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_lt_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k < 4; k++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_lt_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k < 4; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_gt_4) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 5; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_gt_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 5; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_gt_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 5; k < 8; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_div_4) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 8; k <= 40; k += 4) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_div_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 8; k <= 40; k += 4) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, k_div_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 8; k <= 40; k += 4) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_gt_2) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_gt_2_strided_cn) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_gt_2_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(k) .a_stride(23) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_gt_2_subtile) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_div_2) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_div_2_strided_cn) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_div_2_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(n) .k(k) .a_stride(23) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, n_div_2_subtile) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, strided_cm_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, qmin) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(4) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, qmax) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(4) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, strided_cm) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(4) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, no_a_zero_point) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, no_b_zero_point) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, no_zero_point) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(4) .sr(1) .m(1) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM #if XNN_ARCH_ARM TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_eq_4) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(4) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, strided_cn) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(4) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_eq_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(4) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_eq_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(4) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_eq_4_subtile_m) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(2) .k(4) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_eq_4_subtile_n) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(4) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_lt_4) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k < 4; k++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_lt_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k < 4; k++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_lt_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k < 4; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_gt_4) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 5; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_gt_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 5; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_gt_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 5; k < 8; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_div_4) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 8; k <= 40; k += 4) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_div_4_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 8; k <= 40; k += 4) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, k_div_4_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 8; k <= 40; k += 4) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_gt_2) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_gt_2_strided_cn) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_gt_2_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(23) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_gt_2_subtile) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 20; k += 5) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_div_2) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_div_2_strided_cn) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_div_2_strided_a) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(23) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, n_div_2_subtile) { TEST_REQUIRES_ARM_SIMD32; for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 20; k += 5) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, strided_cm_subtile) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, qmin) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(4) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, qmax) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(4) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, strided_cm) { TEST_REQUIRES_ARM_SIMD32; GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(4) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, no_a_zero_point) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, no_b_zero_point) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, no_zero_point) { TEST_REQUIRES_ARM_SIMD32; for (size_t k = 1; k <= 20; k += 5) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(4) .sr(1) .m(2) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(8) .cm_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, no_a_zero_point) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, no_b_zero_point) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, no_zero_point) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(1) .sr(1) .m(1) .n(8) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_eq_8) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, strided_cn) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_lt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_gt_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_div_8) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, qmin) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, qmax) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, strided_cm) { TEST_REQUIRES_ARM_NEON; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, no_a_zero_point) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, no_b_zero_point) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, no_zero_point) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_eq_8) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, strided_cn) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_lt_8) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_gt_8) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_div_8) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_gt_16) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_V8; 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_div_16) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON_V8; 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, qmin) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, qmax) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, strided_cm) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, no_a_zero_point) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, no_b_zero_point) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, no_zero_point) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(1) .sr(1) .m(1) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_eq_8) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_lt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_gt_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; 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(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_div_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; 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(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, no_a_zero_point) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, no_b_zero_point) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C4__NEONDOT, no_zero_point) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(4) .sr(1) .m(2) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(8) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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(n) .k(k) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 4; m++) { 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, 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_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_eq_8) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, strided_cn) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_lt_8) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_gt_8) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_div_8) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_gt_16) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_V8; 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_div_16) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_V8; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON_V8; 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(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, qmin) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, qmax) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, strided_cm) { TEST_REQUIRES_ARM_NEON_V8; GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, no_a_zero_point) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, no_b_zero_point) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, no_zero_point) { TEST_REQUIRES_ARM_NEON_V8; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(1) .sr(1) .m(4) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile_m) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_eq_8_subtile_n) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_lt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_gt_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, k_div_8_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_gt_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; 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(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_strided_cn) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_strided_a) { TEST_REQUIRES_ARM_NEON_DOT; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, n_div_16_subtile) { TEST_REQUIRES_ARM_NEON_DOT; 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(4) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cm_subtile) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, qmin) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, qmax) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, strided_cm) { TEST_REQUIRES_ARM_NEON_DOT; GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, no_a_zero_point) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, no_b_zero_point) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C4__NEONDOT, no_zero_point) { TEST_REQUIRES_ARM_NEON_DOT; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(4) .sr(1) .m(4) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c4__neondot, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64) #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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 <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, 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 <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, 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_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; 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) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__XOP_LD64, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__XOP_LD128, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4) { TEST_REQUIRES_X86_AVX; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; 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) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4) { TEST_REQUIRES_X86_AVX; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(1) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, no_a_zero_point) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, no_b_zero_point) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, no_zero_point) { TEST_REQUIRES_X86_AVX; 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_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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 <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, 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 <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__XOP_LD64, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__XOP_LD64, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_gt_4) { TEST_REQUIRES_X86_AVX; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_div_4) { TEST_REQUIRES_X86_AVX; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_gt_4) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_div_4) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD64, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__XOP_LD128, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_gt_4) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_div_4) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__XOP_LD128, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4) { TEST_REQUIRES_X86_SSE41; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; 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) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4) { TEST_REQUIRES_X86_SSE41; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE41; 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_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD64, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cn) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE2; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE2; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, qmin) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, qmax) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, strided_cm) { TEST_REQUIRES_X86_SSE2; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cn) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_SSE41; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_SSE41; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, qmin) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, qmax) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, strided_cm) { TEST_REQUIRES_X86_SSE41; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, no_a_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, no_b_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, no_zero_point) { TEST_REQUIRES_X86_SSE41; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, no_a_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, no_b_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__XOP_LD128, no_zero_point) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cn) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_XOP; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4) { TEST_REQUIRES_X86_XOP; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_XOP; 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) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4) { TEST_REQUIRES_X86_XOP; 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_XOP; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, qmin) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, qmax) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, strided_cm) { TEST_REQUIRES_X86_XOP; GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, no_a_zero_point) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, no_b_zero_point) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__XOP_LD128, no_zero_point) { TEST_REQUIRES_X86_XOP; 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_fp32_ukernel_2x4c8__xop_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cn) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX; for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, k_div_8_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_gt_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_strided_cn) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_strided_a) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, n_div_4_subtile) { TEST_REQUIRES_X86_AVX; for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cm_subtile) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, qmin) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, qmax) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, strided_cm) { TEST_REQUIRES_X86_AVX; GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, no_a_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, no_b_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, no_zero_point) { TEST_REQUIRES_X86_AVX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_sse2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8) { TEST_REQUIRES_X86_AVX2; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, strided_cn) { TEST_REQUIRES_X86_AVX2; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(8) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX2; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX2; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(8) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 1; n <= 8; n++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_lt_8) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_gt_8) { TEST_REQUIRES_X86_AVX2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX2; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX2; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_div_8) { TEST_REQUIRES_X86_AVX2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX2; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, k_div_8_subtile) { TEST_REQUIRES_X86_AVX2; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_gt_8) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_gt_8_strided_cn) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_gt_8_strided_a) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 9; n < 16; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_gt_8_subtile) { TEST_REQUIRES_X86_AVX2; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_div_8) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_div_8_strided_cn) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_div_8_strided_a) { TEST_REQUIRES_X86_AVX2; for (uint32_t n = 16; n <= 24; n += 8) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, n_div_8_subtile) { TEST_REQUIRES_X86_AVX2; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, strided_cm_subtile) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 8; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(11) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, qmin) { TEST_REQUIRES_X86_AVX2; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, qmax) { TEST_REQUIRES_X86_AVX2; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, strided_cm) { TEST_REQUIRES_X86_AVX2; GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(8) .cm_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, no_a_zero_point) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, no_b_zero_point) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, no_zero_point) { TEST_REQUIRES_X86_AVX2; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(8) .kr(8) .sr(1) .m(1) .n(8) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_avx2_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_eq_8) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, strided_cn) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_lt_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_gt_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_div_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, k_div_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_gt_16) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_gt_16_strided_cn) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_gt_16_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_gt_16_subtile) { TEST_REQUIRES_X86_AVX512SKX; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_div_16) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_div_16_strided_cn) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_div_16_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, n_div_16_subtile) { TEST_REQUIRES_X86_AVX512SKX; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, strided_cm_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, qmin) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, qmax) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, strided_cm) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, no_a_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, no_b_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, no_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(16) .kr(8) .sr(1) .m(1) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_eq_8) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, strided_cn) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_lt_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_gt_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_div_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, k_div_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_gt_16) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_gt_16_strided_cn) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_gt_16_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_gt_16_subtile) { TEST_REQUIRES_X86_AVX512SKX; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_div_16) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_div_16_strided_cn) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_div_16_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, n_div_16_subtile) { TEST_REQUIRES_X86_AVX512SKX; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, strided_cm_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, qmin) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, qmax) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, strided_cm) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, no_a_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, no_b_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X16C8__AVX512SKX, no_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(16) .kr(8) .sr(1) .m(2) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_eq_8) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, strided_cn) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_eq_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_eq_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_eq_8_subtile_m) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(16) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_eq_8_subtile_n) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 1; n <= 16; n++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_lt_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_lt_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_lt_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_gt_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_gt_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_gt_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_div_8) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_div_8_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, k_div_8_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_gt_16) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_gt_16_strided_cn) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_gt_16_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 17; n < 32; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_gt_16_subtile) { TEST_REQUIRES_X86_AVX512SKX; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_div_16) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_div_16_strided_cn) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .cn_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_div_16_strided_a) { TEST_REQUIRES_X86_AVX512SKX; for (uint32_t n = 32; n <= 48; n += 16) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, n_div_16_subtile) { TEST_REQUIRES_X86_AVX512SKX; 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, strided_cm_subtile) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 16; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(19) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, qmin) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, qmax) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, strided_cm) { TEST_REQUIRES_X86_AVX512SKX; GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(8) .cm_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, no_a_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, no_b_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X16C8__AVX512SKX, no_zero_point) { TEST_REQUIRES_X86_AVX512SKX; for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(16) .kr(8) .sr(1) .m(4) .n(16) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_avx512_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(2) .sr(4) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(8) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { 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(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { 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(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(2) .sr(4) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_lt_8) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_gt_8) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_div_8) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4) { 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { 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) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_div_4) { 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, no_zero_point) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_div_8) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4) { 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { 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) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_div_4) { 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) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(8) .sr(1) .m(2) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, no_zero_point) { 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_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(2) .sr(4) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(8) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4) { 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4) { 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4) { 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_cn) { 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4_strided_a) { 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_gt_4_subtile) { 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4) { 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(4) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4_strided_cn) { 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(4) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4_strided_a) { 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(4) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, n_div_4_subtile) { 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(4) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, qmin) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, qmax) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(2) .sr(4) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(8) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(8) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_strided_a) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(8) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(m) .n(4) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_eq_8_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(8) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_lt_8) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_lt_8_strided_a) { for (size_t k = 1; k < 8; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_lt_8_subtile) { for (size_t k = 1; k < 8; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_gt_8) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_gt_8_strided_a) { for (size_t k = 9; k < 16; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .a_stride(19) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_gt_8_subtile) { for (size_t k = 9; k < 16; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_div_8) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_div_8_strided_a) { for (size_t k = 16; k <= 80; k += 8) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .a_stride(83) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, k_div_8_subtile) { for (size_t k = 16; k <= 80; k += 8) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_gt_4_subtile) { 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(n) .k(k) .a_stride(43) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, n_div_4_subtile) { 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(8) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, strided_cm_subtile) { for (size_t k = 1; k <= 40; k += 9) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, qmin) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(8) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, qmax) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(8) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(8) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, no_a_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, no_b_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, no_zero_point) { for (size_t k = 1; k <= 40; k += 9) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(8) .sr(1) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(2) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, n_gt_2) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, n_gt_2_strided_cn) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, n_gt_2_strided_a) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, 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(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, 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(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, qmin) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, qmax) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } #endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, strided_cn) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(1) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(m) .n(2) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, n_gt_2) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, n_gt_2_strided_cn) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, n_gt_2_strided_a) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, 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 <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, 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(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, 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(1) .nr(2) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, 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 <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, qmin) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, qmax) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, strided_cm) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(1) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(2) .kr(1) .sr(1) .m(1) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, strided_cn) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 1; m++) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, qmin) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, qmax) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, strided_cm) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(1) .nr(4) .kr(1) .sr(1) .m(1) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(1) .sr(1) .m(2) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 2; m++) { 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, qmin) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(1) .sr(1) .m(2) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, qmax) { GemmMicrokernelTester() .mr(2) .nr(2) .kr(1) .sr(1) .m(2) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, 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_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, strided_cn) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 2; m++) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, qmin) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, qmax) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, strided_cm) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(2) .nr(4) .kr(1) .sr(1) .m(2) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(2) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, n_gt_2) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, n_gt_2_strided_cn) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, n_gt_2_strided_a) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, 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(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, 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(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, qmin) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, qmax) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_eq_1) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(2) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, n_gt_2) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, n_gt_2_strided_cn) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, n_gt_2_strided_a) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, 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(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, 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(3) .nr(2) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, 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 <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, qmin) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, qmax) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(1) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(2) .kr(1) .sr(1) .m(3) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_eq_1) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, strided_cn) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 3; m++) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, qmin) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, qmax) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, strided_cm) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(3) .nr(4) .kr(1) .sr(1) .m(3) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(2) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, n_gt_2) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, n_gt_2_strided_cn) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, n_gt_2_strided_a) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, 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 <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, 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(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, 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(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, 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 <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, qmin) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, qmax) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_eq_1) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_eq_1_subtile) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(2) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 2; n++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, n_gt_2) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, n_gt_2_strided_cn) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, n_gt_2_strided_a) { for (uint32_t n = 3; n < 4; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, 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 <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, n_div_2) { for (uint32_t n = 4; n <= 6; n += 2) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, 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(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, 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(4) .nr(2) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, 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 <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 2; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(5) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, qmin) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, qmax) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(1) .cm_stride(5) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(2) .kr(1) .sr(1) .m(4) .n(2) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_eq_1) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, qmin) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, qmax) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_eq_1) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, strided_cn) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_eq_1_strided_a) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .a_stride(3) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_eq_1_subtile) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_eq_1_subtile_m) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(4) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_eq_1_subtile_n) { for (uint32_t n = 1; n <= 4; n++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(1) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_gt_1) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_gt_1_strided_a) { for (size_t k = 2; k < 10; k++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .a_stride(11) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, k_gt_1_subtile) { for (size_t k = 2; k < 10; k++) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_gt_4) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_gt_4_strided_cn) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_gt_4_strided_a) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_gt_4_subtile) { for (uint32_t n = 5; n < 8; n++) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_div_4) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_div_4_strided_cn) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .cn_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_div_4_strided_a) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(n) .k(k) .a_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, n_div_4_subtile) { for (uint32_t n = 8; n <= 12; n += 4) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, strided_cm_subtile) { for (size_t k = 1; k <= 5; k += 2) { for (uint32_t n = 1; n <= 4; n++) { for (uint32_t m = 1; m <= 4; m++) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(m) .n(n) .k(k) .cm_stride(7) .iterations(1) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, qmin) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .qmin(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, qmax) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .qmax(128) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, strided_cm) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(1) .cm_stride(7) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, no_a_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .a_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, no_b_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } } TEST(QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, no_zero_point) { for (size_t k = 1; k <= 5; k += 2) { GemmMicrokernelTester() .mr(4) .nr(4) .kr(1) .sr(1) .m(4) .n(4) .k(k) .a_zero_point(0) .b_zero_point(0) .Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, xnn_qu8_requantize_fp32); } }