// 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-qb4w-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) .bl(32) , 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) .bl(32) , 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) .bl(32) , test_func, isa_check)); } gemm_tests.push_back(GemmTestParams( "k_eq_" + kbs + "_subtile", tester.clone() .k(k_block).iterations(1) .b_zero_point(8) .bl(32) , 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) .bl(32) , 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) .bl(32) , test_func, isa_check) .loop_n(1, nr)); gemm_tests.push_back(GemmTestParams( "bl", tester.clone() .m(mr).n(nr).k(k_block * 12) .b_zero_point(8) , test_func, isa_check) .loop_k(k_block, k_block * 12, k_block, LoopStepType::Linear) .loop_bl(32, k_block * 32, 32)); return gemm_tests; } } // namespace INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X2__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x2__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X8__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x8__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X2__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/2, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x2__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X8__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/8, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x8__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4__SCALAR, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4__scalar, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #if XNN_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4C8__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4c8__avx_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4C8__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4c8__avx_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X4C8__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x4c8__avx_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4C8__AVX_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4c8__avx_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4C8__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4c8__avx_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4C8__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4c8__avx_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X4C8__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x4c8__avx_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4C8__AVX_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4c8__avx_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4C8__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4c8__sse2_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4C8__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4c8__sse2_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X4C8__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x4c8__sse2_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4C8__SSE2_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4c8__sse2_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4C8__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4c8__sse2_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4C8__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4c8__sse2_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X4C8__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x4c8__sse2_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4C8__SSE2_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4c8__sse2_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4C8__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4c8__sse41_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4C8__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4c8__sse41_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X4C8__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x4c8__sse41_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4C8__SSE41_LD128, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4c8__sse41_ld128, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x4c8__sse41_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x4c8__sse41_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x4c8__sse41_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_SSE41; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X4C8__SSE41_LD64, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/4, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x4c8__sse41_ld64, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x8c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x8c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x16c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x8c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x16c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x8c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x16c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x8c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x16c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X8C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/8, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x8c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_DOT; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X16C4__NEONDOT, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/16, /*kr=*/4, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x16c4__neondot, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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_ARCH_X86 || XNN_ARCH_X86_64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x8c8__avx2, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x8c8__avx2, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x8c8__avx2, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX2; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X8C8__AVX2, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x8c8__avx2, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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_ARCH_ARM || XNN_ARCH_ARM64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16__neon_mlal_lane, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16__NEON_MLAL_LANE_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x16__neon_mlal_lane, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X16__NEON_MLAL_LANE_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x16__neon_mlal_lane_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x16__neon_mlal_lane, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X16__NEON_MLAL_LANE_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x16__neon_mlal_lane_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x16__neon_mlal_lane, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X16__NEON_MLAL_LANE_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x16__neon_mlal_lane_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x16__neon_mlal_lane, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X16__NEON_MLAL_LANE_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x16__neon_mlal_lane_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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_ARM_I8MM && XNN_ARCH_ARM64 INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_2X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/2, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_2x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_3X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/3, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_3x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_4X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/4, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_4x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_6X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/6, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_6x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X8C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/8, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x8c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X16C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x16c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_ARM_NEON_I8MM; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X32C8__NEONI8MM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/32, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x32c8__neoni8mm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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_ENABLE_AVX512VNNI && (XNN_ARCH_X86 || XNN_ARCH_X86_64) INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_9X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/9, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_9x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_10X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_10x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_12X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/12, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_12x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_14X16C8__AVX512VNNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/14, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_14x16c8__avx512vnni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_9X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/9, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_9x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_10X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_10x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_12X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/12, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_12x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_14X16C8__AVX512VNNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/14, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_14x16c8__avx512vnni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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_QB4W_GEMM_MINMAX_1X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_9X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/9, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_9x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_10X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_10x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_12X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/12, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_12x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_14X16C8__AVX512VNNIGFNI, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/14, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_14x16c8__avx512vnnigfni, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_1X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/1, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_1x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_5X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/5, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_5x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_7X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/7, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_7x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_8X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/8, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_8x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_9X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/9, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_9x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_10X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/10, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_10x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_12X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/12, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_12x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_gemm_goi_w); }, []() { TEST_REQUIRES_X86_AVX512VNNIGFNI; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); INSTANTIATE_TEST_SUITE_P( QD8_F32_QB4W_GEMM_MINMAX_14X16C8__AVX512VNNIGFNI_PRFM, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/32, /*adj_k_block=*/32, /*mr=*/14, /*nr=*/16, /*kr=*/8, /*sr=*/1, /*is_igemm=*/false, /*unsigned_inputs=*/true, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qd8_f32_qb4w_gemm_minmax_ukernel_14x16c8__avx512vnnigfni_prfm, xnn_init_f32_qb4w_minmax_scalar_params, xnn_pack_qs8_qb4w_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)