// 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 "xnnpack/allocator.h" #include "xnnpack/common.h" #include "xnnpack/gemm.h" #include "xnnpack/igemm.h" #include "xnnpack/isa-checks.h" #include "xnnpack/microparams-init.h" #include "xnnpack/pack.h" #include "xnnpack/packw.h" #include "xnnpack/ppmm.h" #include "xnnpack/requantization.h" #include "gemm-microkernel-tester.h" #include "next_prime.h" namespace { std::vector CreateTests1( size_t k_block, size_t adj_k_block, size_t mr, size_t nr, size_t kr, size_t sr, bool is_igemm, bool unsigned_inputs, std::function test_func, std::function isa_check = nullptr) { std::string kbs = std::to_string(k_block); std::string kb2s = std::to_string(k_block * 2); std::string akbs = std::to_string(adj_k_block); std::string nrs = std::to_string(nr); const GemmMicrokernelTester tester = GemmMicrokernelTester() .mr(mr).nr(nr).kr(kr).sr(sr).unsigned_inputs(unsigned_inputs); std::vector gemm_tests; gemm_tests.reserve(42); gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs, tester.clone() .m(mr).n(nr).k(k_block) , test_func, isa_check)); gemm_tests.push_back(GemmTestParams( "strided_cn", tester.clone() .m(mr).n(nr).k(k_block) .cn_stride(xnnpack::NextPrime(nr + 1)) , test_func, isa_check)); if (!is_igemm) { gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_strided_a", tester.clone() .m(mr).n(nr).k(k_block) .a_stride(xnnpack::NextPrime(k_block + 1)) , test_func, isa_check)); } gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_subtile", tester.clone() .k(k_block).iterations(1) , test_func, isa_check) .loop_n(1, nr) .loop_m(1, mr)); gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_subtile_m", tester.clone() .n(nr).k(k_block).iterations(1) , test_func, isa_check) .loop_m(1, mr)); gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_subtile_n", tester.clone() .m(mr).k(k_block).iterations(1) , test_func, isa_check) .loop_n(1, nr)); if (k_block > 1) { gemm_tests.push_back(GemmTestParams( "k_lt_" + akbs, tester.clone() .m(mr).n(nr) , test_func, isa_check) .loop_k(1, adj_k_block - 1)); if (!is_igemm) { gemm_tests.push_back(GemmTestParams( "k_lt_" + akbs + "_strided_a", tester.clone() .m(mr).n(nr) .a_stride(xnnpack::NextPrime(adj_k_block + 1)) , test_func, isa_check) .loop_k(1, adj_k_block - 1)); } gemm_tests.push_back(GemmTestParams( "k_lt_" + akbs + "_subtile", tester.clone() .iterations(1) , test_func, isa_check) .loop_k(1, adj_k_block - 1) .loop_n(1, nr) .loop_m(1, mr)); } gemm_tests.push_back(GemmTestParams( "k_gt_" + akbs, tester.clone() .m(mr).n(nr) , test_func, isa_check) .loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block)); if (is_igemm) { gemm_tests.push_back(GemmTestParams( "k_gt_" + akbs + "_strided_a", tester.clone() .m(mr).n(nr) .a_stride(xnnpack::NextPrime(adj_k_block * 2 + 1)) , test_func, isa_check) .loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block)); } gemm_tests.push_back(GemmTestParams( "k_gt_" + akbs + "_subtile", tester.clone() .iterations(1) , test_func, isa_check) .loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block) .loop_n(1, nr) .loop_m(1, mr)); if (k_block > 1) { gemm_tests.push_back(GemmTestParams( "k_div_" + kbs, tester.clone() .m(mr).n(nr) , test_func, isa_check) .loop_k(adj_k_block + k_block, k_block * 5, k_block)); if (is_igemm) { gemm_tests.push_back(GemmTestParams( "k_div_" + kbs + "_strided_a", tester.clone() .m(mr).n(nr) .a_stride(xnnpack::NextPrime(k_block * 3 + 1)) , test_func, isa_check) .loop_k(adj_k_block + k_block, k_block * 3, k_block)); } gemm_tests.push_back(GemmTestParams( "k_div_" + kbs + "_subtile", tester.clone() .iterations(1) , test_func, isa_check) .loop_k(adj_k_block + k_block, k_block * 5, k_block) .loop_n(1, nr) .loop_m(1, mr)); } gemm_tests.push_back(GemmTestParams( "n_gt_" + nrs, tester.clone() .m(mr) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "n_gt_" + nrs + "_strided_cn", tester.clone() .m(mr) .cn_stride(xnnpack::NextPrime(nr + 1)) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1)); if (!is_igemm) { gemm_tests.push_back(GemmTestParams( "n_gt_" + nrs + "_strided_a", tester.clone() .m(mr) .a_stride(xnnpack::NextPrime(k_block * 3 + 1)) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block)); } gemm_tests.push_back(GemmTestParams( "n_gt_" + nrs + "_subtile", tester.clone() .iterations(1) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1) .loop_m(1, mr)); gemm_tests.push_back(GemmTestParams( "n_div_" + nrs, tester.clone() .m(mr) , test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "n_div_" + nrs + "_strided_cn", tester.clone() .m(mr) .cn_stride(xnnpack::NextPrime(nr + 1)) , test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1)); if (!is_igemm) { gemm_tests.push_back(GemmTestParams( "n_div_" + nrs + "_strided_a", tester.clone() .m(mr) .a_stride(xnnpack::NextPrime(k_block * 3 + 1)) , test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block)); } gemm_tests.push_back(GemmTestParams( "n_div_" + nrs + "_subtile", tester.clone() .iterations(1) , test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1) .loop_m(1, mr)); if (is_igemm) { gemm_tests.push_back(GemmTestParams( "small_kernel", tester.clone() .m(mr).n(nr).ks(3) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "small_kernel_subtile", tester.clone() .ks(3).iterations(1) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1) .loop_n(1, nr) .loop_m(1, mr)); gemm_tests.push_back(GemmTestParams( "n_gt_" + nrs + "_small_kernel", tester.clone() .m(mr).ks(3) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "n_div_" + nrs + "_small_kernel", tester.clone() .m(mr).ks(3) , test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1)); } gemm_tests.push_back(GemmTestParams( "strided_cm_subtile", tester.clone() .mr(mr).nr(nr).kr(kr).sr(sr) .cm_stride(xnnpack::NextPrime(nr + 1)) .iterations(1) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1) .loop_n(1, nr) .loop_m(1, mr)); if (is_igemm) { gemm_tests.push_back(GemmTestParams( "a_offset", tester.clone() .m(mr).n(nr).ks(3) .a_offset(xnnpack::NextPrime(mr * k_block * 3 + 1)) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "zero", tester.clone() .m(mr).n(nr).ks(3) .a_offset(xnnpack::NextPrime(mr * k_block * 3 + 1)) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1) .loop_zi(0, mr - 1)); } gemm_tests.push_back(GemmTestParams( "qmin", tester.clone() .m(mr).n(nr).k(k_block).qmin(128) , test_func, isa_check)); gemm_tests.push_back(GemmTestParams( "qmax", tester.clone() .m(mr).n(nr).k(k_block).qmax(128) , test_func, isa_check)); gemm_tests.push_back(GemmTestParams( "strided_cm", tester.clone() .m(mr).n(nr).k(k_block) .cm_stride(xnnpack::NextPrime(nr + 1)) , test_func, isa_check)); gemm_tests.push_back(GemmTestParams( "no_a_zero_point", tester.clone() .m(mr).n(nr).a_zero_point(0) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "no_b_zero_point", tester.clone() .m(mr).n(nr).b_zero_point(0) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams( "b_zero_point", tester.clone() .m(mr).n(nr).k(k_block) , test_func, isa_check) .loop_bzp(0, 255)); gemm_tests.push_back(GemmTestParams( "no_zero_point", tester.clone() .m(mr).n(nr) .a_zero_point(0) .b_zero_point(0) , test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); return gemm_tests; } } // namespace #if XNN_ARCH_ARM INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X2C4__ARMSIMD32, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/4, /*adj_k_block=*/4, /*mr=*/1, /*nr=*/2, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_SIMD32; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X2C4__ARMSIMD32, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/4, /*adj_k_block=*/4, /*mr=*/2, /*nr=*/2, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_init_qu8_conv_minmax_fp32_armsimd32_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_SIMD32; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_ARM #if XNN_ARCH_ARM || XNN_ARCH_ARM64 INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X8__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X16__NEONV8_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_NEON_V8; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X8__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x8__neon_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neon_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X16__NEONV8_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x16__neonv8_mlal_lane, xnn_init_qu8_conv_minmax_fp32_neonv8_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_ARM_NEON_V8; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2S4__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2S4__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C2S4__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C2__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C8__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C8__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2S4__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2S4__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C8__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C8__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x8c8__avx2, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ENABLE_AVX256SKX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X8C8__AVX256SKX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x8c8__avx256skx, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX256SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX256SKX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ENABLE_AVX512SKX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_7X16C8__AVX512SKX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_7x16c8__avx512skx, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X16C8__AVX512SKX_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx_prfm, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_5X16C8__AVX512SKX_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/5, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_5x16c8__avx512skx_prfm, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_7X16C8__AVX512SKX_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_7x16c8__avx512skx_prfm, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_8X16C8__AVX512SKX_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_8x16c8__avx512skx_prfm, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX512SKX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C2S4__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4C8__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C2S4__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4C8__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C2__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/2, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C2S4__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4C8__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C2S4__WASMSIMD_DOT16X2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/2, /*sr=*/4, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4C8__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X2__WASM_FMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/3, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4__WASM_FMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/3, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X2__SCALAR_IMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/1, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_1X4__SCALAR_IMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/1, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X2__SCALAR_IMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/2, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_2X4__SCALAR_IMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X2__SCALAR_FMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/3, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X2__SCALAR_LRINTF, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/3, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4__SCALAR_FMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/3, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_3X4__SCALAR_LRINTF, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/3, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X2__SCALAR_FMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X2__SCALAR_LRINTF, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4__SCALAR_FMAGIC, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_FP32_4X4__SCALAR_LRINTF, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/1, /*adj_k_block=*/1, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_fp32); })), [](const testing::TestParamInfo& info) { return info.param.test_name; });