// 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/qd8-f32-qc4w-gemm-minmax.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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , test_func, isa_check)); } gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_subtile", tester.clone() .k(k_block).iterations(1) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , test_func, isa_check) .loop_k(1, adj_k_block - 1)); } gemm_tests.push_back(GemmTestParams( "k_lt_" + akbs + "_subtile", tester.clone() .iterations(1) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , test_func, isa_check)); gemm_tests.push_back(GemmTestParams( "qmax", tester.clone() .m(mr).n(nr).k(k_block).qmax(128) .b_zero_point(8) , 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)) .b_zero_point(8) , test_func, isa_check)); return gemm_tests; } #if XNN_ENABLE_RISCV_VECTOR && XNN_ARCH_RISCV std::vector CreateTests2( 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); nr = nr * xnn_init_hardware_config()->vlenb / sizeof(int32_t); 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , test_func, isa_check)); } gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_subtile", tester.clone() .k(k_block).iterations(1) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , test_func, isa_check) .loop_k(1, adj_k_block - 1)); } gemm_tests.push_back(GemmTestParams( "k_lt_" + akbs + "_subtile", tester.clone() .iterations(1) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1, 4) .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)) .b_zero_point(8) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1, 4) .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)) .b_zero_point(8) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1, 4) .loop_k(1, k_block * 3, k_block)); } gemm_tests.push_back(GemmTestParams( "n_gt_" + nrs + "_subtile", tester.clone() .iterations(1) .b_zero_point(8) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1, 4) .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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , 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) .b_zero_point(8) , test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1, 4) .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) .b_zero_point(8) , 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) .b_zero_point(8) , 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)) .b_zero_point(8) , 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)) .b_zero_point(8) , 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) .b_zero_point(8) , test_func, isa_check)); gemm_tests.push_back(GemmTestParams( "qmax", tester.clone() .m(mr).n(nr).k(k_block).qmax(128) .b_zero_point(8) , 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)) .b_zero_point(8) , test_func, isa_check)); return gemm_tests; } #endif // XNN_ENABLE_RISCV_VECTOR && XNN_ARCH_RISCV } // namespace #if XNN_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X4C8__SSSE3_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x4c8__ssse3_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSSE3; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X4C8__SSSE3_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x4c8__ssse3_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSSE3; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X4C8__SSSE3_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x4c8__ssse3_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSSE3; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X4C8__SSE41_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x4c8__sse41_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X4C8__SSE41_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x4c8__sse41_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X4C8__SSE41_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x4c8__sse41_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X4C8__SSE41_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x4c8__sse41_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X4C8__SSE41_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x4c8__sse41_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X4C8__SSE41_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x4c8__sse41_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X4C8__SSE41_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x4c8__sse41_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](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( QD8_F32_QC4W_GEMM_MINMAX_5X8C8__AVX256SKX_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_5x8c8__avx256skx_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X8C8__AVX256SKX_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/10, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x8c8__avx256skx_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X8C8__AVX256SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/7, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x8c8__avx256skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_12X8C8__AVX256SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/12, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_12x8c8__avx256skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { 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_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X8C8__AVX2_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x8c8__avx2_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_5X8C8__AVX2_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_5x8c8__avx2_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X8C8__AVX2_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x8c8__avx2_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_5X8C8__AVX2_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_5x8c8__avx2_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ENABLE_AVX512SKX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X16C4__AVX512SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/7, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x16c4__avx512skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X16C4__AVX512SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/8, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x16c4__avx512skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X16C4__AVX512SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/10, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x16c4__avx512skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X16C8__AVX512SKX_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x16c8__avx512skx_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_12X16C8__AVX512SKX_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/12, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_12x16c8__avx512skx_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_14X16C8__AVX512SKX_MADD, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/14, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_14x16c8__avx512skx_madd, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X16C8__AVX512SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x16c8__avx512skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X16C8__AVX512SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x16c8__avx512skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X16C8__AVX512SKX_MADD_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x16c8__avx512skx_madd_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4uw_gemm_goi_w); }, []() { 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_ENABLE_AVX512AMX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X64C4__AVX512AMX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/64, /*adj_k_block=*/64, /*mr=*/1, /*nr=*/64, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x64c4__avx512amx, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512AMX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X64C4__AVX512AMX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/64, /*adj_k_block=*/64, /*mr=*/7, /*nr=*/64, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x64c4__avx512amx, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512AMX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_16X16C4__AVX512AMX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/64, /*adj_k_block=*/64, /*mr=*/16, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_16x16c4__avx512amx, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512AMX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_16X16C4__AVX512AMX_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/64, /*adj_k_block=*/64, /*mr=*/16, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_16x16c4__avx512amx_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512AMX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX512AMX && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/2, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x8c4__neondot, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x16c4__neondot, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64) #if XNN_ENABLE_ARM_I8MM && XNN_ARCH_ARM64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x8c8__neoni8mm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x16c8__neoni8mm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x16c8__neoni8mm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_6X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/6, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_6x32c8__neoni8mm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x16c8__neoni8mm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_ARM_I8MM && XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X16__NEON_MLAL_LANE_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/3, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x16__neon_mlal_lane_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X16__NEON_MLAL_LANE_PRFM, 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_qd8_f32_qc4w_gemm_minmax_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ENABLE_AVX512VNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X16C4__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x16c4__avx512vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_12X16C4__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/12, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_12x16c4__avx512vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X16C4__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/7, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x16c4__avx512vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X16C4__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/8, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x16c4__avx512vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_9X16C4__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/9, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_9x16c4__avx512vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x16c8__avx512vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_9X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/9, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_9x16c8__avx512vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x16c8__avx512vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x16c8__avx512vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x16c8__avx512vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX512VNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ENABLE_AVX512VNNIGFNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X16C4__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/10, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x16c4__avx512vnnigfni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_12X16C4__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/12, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_12x16c4__avx512vnnigfni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_14X16C4__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/14, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_14x16c4__avx512vnnigfni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X16C4__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x16c4__avx512vnnigfni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X16C4__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/4, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x16c4__avx512vnnigfni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x16c8__avx512vnnigfni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX512VNNIGFNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ENABLE_AVX256VNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X8C8__AVX256VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x8c8__avx256vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X8C8__AVX256VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/7, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x8c8__avx256vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_12X8C8__AVX256VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/12, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_12x8c8__avx256vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_14X8C8__AVX256VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/14, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_14x8c8__avx256vnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X8C8__AVX256VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x8c8__avx256vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_5X8C8__AVX256VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_5x8c8__avx256vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X8C8__AVX256VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/7, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x8c8__avx256vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X8C8__AVX256VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/8, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x8c8__avx256vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_9X8C8__AVX256VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/9, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_9x8c8__avx256vnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX256VNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ENABLE_AVX256VNNIGFNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_7X8C8__AVX256VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/7, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_7x8c8__avx256vnnigfni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_9X8C8__AVX256VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/9, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_9x8c8__avx256vnnigfni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_12X8C8__AVX256VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/12, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_12x8c8__avx256vnnigfni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_5X8C8__AVX256VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_5x8c8__avx256vnnigfni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_10X8C8__AVX256VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/10, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_10x8c8__avx256vnnigfni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVX256VNNIGFNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ENABLE_AVXVNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X8C8__AVXVNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x8c8__avxvnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVXVNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X8C8__AVXVNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x8c8__avxvnni, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVXVNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X8C8__AVXVNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x8c8__avxvnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVXVNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X8C8__AVXVNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x8c8__avxvnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVXVNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X8C8__AVXVNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/8, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x8c8__avxvnni_prfm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVXVNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_AVXVNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) #if XNN_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x8c8__avx2, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_5X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_5x8c8__avx2, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { 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( QD8_F32_QC4W_GEMM_MINMAX_2X8C8__AVX256SKX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x8c8__avx256skx, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X8C8__AVX256SKX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x8c8__avx256skx, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX256SKX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X8C8__AVX256SKX, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/8, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x8c8__avx256skx, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { 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_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X4C8__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x4c8__avx_ld128, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X4C8__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x4c8__avx_ld64, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X4C8__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x4c8__sse41_ld128, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x4c8__sse41_ld64, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x4c8__sse41_ld64, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x4c8__sse41_ld64, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X4C8__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x4c8__sse2_ld64, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ENABLE_RISCV_VECTOR && XNN_ARCH_RISCV INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_4X4V__RVV, GemmTest, testing::ValuesIn(CreateTests2( /*k_block=*/2, /*adj_k_block=*/2, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_4x4v__rvv, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_RISCV_VECTOR; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_8X4V__RVV, GemmTest, testing::ValuesIn(CreateTests2( /*k_block=*/2, /*adj_k_block=*/2, /*mr=*/8, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_8x4v__rvv, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); }, []() { TEST_REQUIRES_RISCV_VECTOR; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ENABLE_RISCV_VECTOR && XNN_ARCH_RISCV #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_3X4C8__WASMSIMD_DOT16X2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/16, /*adj_k_block=*/16, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_3x4c8__wasmsimd_dot16x2_ld64, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X1__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/2, /*adj_k_block=*/2, /*mr=*/1, /*nr=*/1, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x1__scalar, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_2X2__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/2, /*adj_k_block=*/2, /*mr=*/2, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_2x2__scalar, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X4__WASM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/2, /*adj_k_block=*/2, /*mr=*/1, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x4__wasm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QC4W_GEMM_MINMAX_1X8__WASM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/2, /*adj_k_block=*/2, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qc4w_gemm_minmax_ukernel_1x8__wasm, xnn_init_f32_qc4w_minmax_scalar_params, xnn_pack_qs8_qc4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD