// Copyright (c) Facebook, Inc. and its affiliates. // All rights reserved. // // Copyright 2019 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. // // Auto-generated file. Do not edit! // Specification: test/qu8-gemm-minmax-rndnu.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, 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); std::vector gemm_tests; gemm_tests.reserve(42); gemm_tests.push_back(GemmTestParams("k_eq_" + kbs, tester.clone().m(mr).n(nr).k(k_block), test_func, isa_check)); gemm_tests.push_back( GemmTestParams("strided_cn", tester.clone().m(mr).n(nr).k(k_block).cn_stride( xnnpack::NextPrime(nr + 1)), test_func, isa_check)); if (!is_igemm) { gemm_tests.push_back( GemmTestParams("k_eq_" + kbs + "_strided_a", tester.clone().m(mr).n(nr).k(k_block).a_stride( xnnpack::NextPrime(k_block + 1)), test_func, isa_check)); } gemm_tests.push_back(GemmTestParams("k_eq_" + kbs + "_subtile", tester.clone().k(k_block).iterations(1), test_func, isa_check) .loop_n(1, nr) .loop_m(1, mr)); gemm_tests.push_back( GemmTestParams("k_eq_" + kbs + "_subtile_m", tester.clone().n(nr).k(k_block).iterations(1), test_func, isa_check) .loop_m(1, mr)); gemm_tests.push_back( GemmTestParams("k_eq_" + kbs + "_subtile_n", tester.clone().m(mr).k(k_block).iterations(1), test_func, isa_check) .loop_n(1, nr)); if (k_block > 1) { gemm_tests.push_back(GemmTestParams("k_lt_" + akbs, tester.clone().m(mr).n(nr), test_func, isa_check) .loop_k(1, adj_k_block - 1)); if (!is_igemm) { gemm_tests.push_back( GemmTestParams("k_lt_" + akbs + "_strided_a", tester.clone().m(mr).n(nr).a_stride( xnnpack::NextPrime(adj_k_block + 1)), test_func, isa_check) .loop_k(1, adj_k_block - 1)); } gemm_tests.push_back(GemmTestParams("k_lt_" + akbs + "_subtile", tester.clone().iterations(1), test_func, isa_check) .loop_k(1, adj_k_block - 1) .loop_n(1, nr) .loop_m(1, mr)); } gemm_tests.push_back( GemmTestParams("k_gt_" + akbs, tester.clone().m(mr).n(nr), test_func, isa_check) .loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block)); if (is_igemm) { gemm_tests.push_back( GemmTestParams("k_gt_" + akbs + "_strided_a", tester.clone().m(mr).n(nr).a_stride( xnnpack::NextPrime(adj_k_block * 2 + 1)), test_func, isa_check) .loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block)); } gemm_tests.push_back( GemmTestParams("k_gt_" + akbs + "_subtile", tester.clone().iterations(1), test_func, isa_check) .loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block) .loop_n(1, nr) .loop_m(1, mr)); if (k_block > 1) { gemm_tests.push_back( GemmTestParams("k_div_" + kbs, tester.clone().m(mr).n(nr), test_func, isa_check) .loop_k(adj_k_block + k_block, k_block * 5, k_block)); if (is_igemm) { gemm_tests.push_back( GemmTestParams("k_div_" + kbs + "_strided_a", tester.clone().m(mr).n(nr).a_stride( xnnpack::NextPrime(k_block * 3 + 1)), test_func, isa_check) .loop_k(adj_k_block + k_block, k_block * 3, k_block)); } gemm_tests.push_back( GemmTestParams("k_div_" + kbs + "_subtile", tester.clone().iterations(1), test_func, isa_check) .loop_k(adj_k_block + k_block, k_block * 5, k_block) .loop_n(1, nr) .loop_m(1, mr)); } gemm_tests.push_back( GemmTestParams("n_gt_" + nrs, tester.clone().m(mr), test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back( GemmTestParams("n_gt_" + nrs + "_strided_cn", tester.clone().m(mr).cn_stride(xnnpack::NextPrime(nr + 1)), test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1)); if (!is_igemm) { gemm_tests.push_back( GemmTestParams( "n_gt_" + nrs + "_strided_a", tester.clone().m(mr).a_stride(xnnpack::NextPrime(k_block * 3 + 1)), test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block)); } gemm_tests.push_back(GemmTestParams("n_gt_" + nrs + "_subtile", tester.clone().iterations(1), test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1) .loop_m(1, mr)); gemm_tests.push_back( GemmTestParams("n_div_" + nrs, tester.clone().m(mr), test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back( GemmTestParams("n_div_" + nrs + "_strided_cn", tester.clone().m(mr).cn_stride(xnnpack::NextPrime(nr + 1)), test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1)); if (!is_igemm) { gemm_tests.push_back( GemmTestParams( "n_div_" + nrs + "_strided_a", tester.clone().m(mr).a_stride(xnnpack::NextPrime(k_block * 3 + 1)), test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block)); } gemm_tests.push_back(GemmTestParams("n_div_" + nrs + "_subtile", tester.clone().iterations(1), test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1) .loop_m(1, mr)); if (is_igemm) { gemm_tests.push_back(GemmTestParams("small_kernel", tester.clone().m(mr).n(nr).ks(3), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams("small_kernel_subtile", tester.clone().ks(3).iterations(1), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1) .loop_n(1, nr) .loop_m(1, mr)); gemm_tests.push_back(GemmTestParams("n_gt_" + nrs + "_small_kernel", tester.clone().m(mr).ks(3), test_func, isa_check) .loop_n(nr + 1, nr * 2 - 1) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams("n_div_" + nrs + "_small_kernel", tester.clone().m(mr).ks(3), test_func, isa_check) .loop_n(nr * 2, nr * 3, nr) .loop_k(1, k_block * 3, k_block + 1)); } gemm_tests.push_back(GemmTestParams("strided_cm_subtile", tester.clone() .mr(mr) .nr(nr) .kr(kr) .sr(sr) .cm_stride(xnnpack::NextPrime(nr + 1)) .iterations(1), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1) .loop_n(1, nr) .loop_m(1, mr)); if (is_igemm) { gemm_tests.push_back( GemmTestParams("a_offset", tester.clone().m(mr).n(nr).ks(3).a_offset( xnnpack::NextPrime(mr * k_block * 3 + 1)), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back( GemmTestParams("zero", tester.clone().m(mr).n(nr).ks(3).a_offset( xnnpack::NextPrime(mr * k_block * 3 + 1)), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1) .loop_zi(0, mr - 1)); } gemm_tests.push_back( GemmTestParams("qmin", tester.clone().m(mr).n(nr).k(k_block).qmin(128), test_func, isa_check)); gemm_tests.push_back( GemmTestParams("qmax", tester.clone().m(mr).n(nr).k(k_block).qmax(128), test_func, isa_check)); gemm_tests.push_back( GemmTestParams("strided_cm", tester.clone().m(mr).n(nr).k(k_block).cm_stride( xnnpack::NextPrime(nr + 1)), test_func, isa_check)); gemm_tests.push_back( GemmTestParams("no_a_zero_point", tester.clone().m(mr).n(nr).a_zero_point(0), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back( GemmTestParams("no_b_zero_point", tester.clone().m(mr).n(nr).b_zero_point(0), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); gemm_tests.push_back(GemmTestParams("b_zero_point", tester.clone().m(mr).n(nr).k(k_block), test_func, isa_check) .loop_bzp(0, 255)); gemm_tests.push_back( GemmTestParams("no_zero_point", tester.clone().m(mr).n(nr).a_zero_point(0).b_zero_point(0), test_func, isa_check) .loop_k(1, k_block * 3, k_block + 1)); return gemm_tests; } } // namespace #if XNN_ARCH_ARM64 INSTANTIATE_TEST_SUITE_P( QU8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE, GemmTest, testing::ValuesIn(CreateTests1( /*k_block=*/8, /*adj_k_block=*/8, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, /*is_igemm=*/false, [](GemmMicrokernelTester& tester) { tester.Test(xnn_qu8_gemm_minmax_rndnu16_ukernel_1x16__neon_mlal_lane, xnn_init_qu8_conv_minmax_rndnu16_scalar_params, xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_rndnu16); }, []() { TEST_REQUIRES_ARM_NEON; })), [](const testing::TestParamInfo& info) { return info.param.test_name; }); #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64