// 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. #include #include #include #include #include #include #include #include "bench/end2end.h" #include "bench/utils.h" #include #include #include #include #include #include #include #include #include static void GEMMEnd2EndBenchmark( benchmark::State& state, models::ExecutionPlanFactory model_factory, xnn_f32_gemm_minmax_ukernel_fn gemm_minmax, xnn_f32_igemm_minmax_ukernel_fn igemm_minmax, xnn_f32_gemm_minmax_ukernel_fn gemm1_minmax, xnn_f32_igemm_minmax_ukernel_fn igemm1_minmax, xnn_f32_gemm_relu_ukernel_fn gemm_relu, xnn_f32_igemm_relu_ukernel_fn igemm_relu, xnn_f32_gemm_relu_ukernel_fn gemm1_relu, xnn_f32_igemm_relu_ukernel_fn igemm1_relu, xnn_f32_gemm_ukernel_fn gemm, xnn_f32_igemm_ukernel_fn igemm, xnn_f32_gemm_ukernel_fn gemm1, xnn_f32_igemm_ukernel_fn igemm1, xnn_init_f32_minmax_params_fn init_params, uint8_t mr, uint8_t nr, uint8_t log2_kr = 0, uint8_t log2_sr = 0, benchmark::utils::IsaCheckFunction isa_check = nullptr) { if (isa_check != nullptr && !isa_check(state)) { return; } if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) { state.SkipWithError("failed to initialize XNNPACK"); return; } struct xnn_gemm_config* gemm_config = xnn_init_f32_gemm_config(); if (gemm_config == nullptr) { state.SkipWithError("hardware does not support F32 gemm"); return; } struct xnn_gemm_config* gemm_nr2_config = xnn_init_f32_gemm_nr2_config(); if (gemm_nr2_config == nullptr) { state.SkipWithError("hardware does not support F32 gemm"); return; } // Override microkernels chosen in xnn_initialize std::memset(gemm_config, 0, sizeof(struct xnn_gemm_config)); std::memset(gemm_nr2_config, 0, sizeof(struct xnn_gemm_config)); gemm_config->minmax.gemm[mr-1] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm_minmax)); gemm_config->minmax.igemm[mr-1] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm_minmax)); gemm_config->minmax.gemm[0] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm1_minmax)); gemm_config->minmax.igemm[0] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm1_minmax)); gemm_config->relu.gemm[mr-1] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm_relu)); gemm_config->relu.igemm[mr-1] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm_relu)); gemm_config->relu.gemm[0] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm1_relu)); gemm_config->relu.igemm[0] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm1_relu)); gemm_config->linear.gemm[mr-1] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm)); gemm_config->linear.igemm[mr-1] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm)); gemm_config->linear.gemm[0] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm1)); gemm_config->linear.igemm[0] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm1)); gemm_config->init.f32 = init_params; gemm_config->mr = mr; gemm_config->nr = nr; gemm_config->log2_kr = log2_kr; gemm_config->log2_sr = log2_sr; gemm_config->pack_gemm_goi = (xnn_packw_gemm_goi_ukernel_fn) xnn_pack_f32_gemm_goi_w; auto execution_plan = model_factory(nullptr); if (execution_plan.empty()) { state.SkipWithError("failed to create a model"); return; } for (auto _ : state) { for (const std::unique_ptr& op : execution_plan) { xnn_status status = xnn_run_operator(op.get(), nullptr); if (status != xnn_status_success) { state.SkipWithError("failed to run a model"); return; } } } const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); if (cpu_frequency != 0) { state.counters["cpufreq"] = cpu_frequency; } } #if XNN_PLATFORM_JIT namespace { struct MrAndGenerators { uint8_t mr; xnn_jit_gemm_code_generator_fn gemm_generator; xnn_jit_igemm_code_generator_fn igemm_generator; }; uint8_t MaxMr(const std::vector& generators) { return std::max_element(generators.begin(), generators.end(), [](const auto& lhs, const auto rhs) { return lhs.mr < rhs.mr; })->mr; } } static void GEMMEnd2EndBenchmark( benchmark::State& state, models::ExecutionPlanFactory model_factory, const std::vector& generators, xnn_init_f32_minmax_params_fn init_params, uint8_t nr, uint8_t log2_kr = 0, uint8_t log2_sr = 0, benchmark::utils::IsaCheckFunction isa_check = nullptr) { if (isa_check != nullptr && !isa_check(state)) { return; } if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) { state.SkipWithError("failed to initialize XNNPACK"); return; } struct xnn_gemm_config* gemm_config = xnn_init_f32_gemm_config(); if (gemm_config == nullptr) { state.SkipWithError("hardware does not support F32 gemm"); return; } // Override microkernels chosen in xnn_initialize std::memset(gemm_config, 0, sizeof(struct xnn_gemm_config)); gemm_config->init.f32 = init_params; gemm_config->mr = MaxMr(generators); gemm_config->nr = nr; gemm_config->log2_kr = log2_kr; gemm_config->log2_sr = log2_sr; gemm_config->pack_gemm_goi = (xnn_packw_gemm_goi_ukernel_fn) xnn_pack_f32_gemm_goi_w; for (const auto& generator : generators) { const size_t index = generator.mr - 1; gemm_config->generator.gemm[index] = xnn_init_hmp_gemm_codegen(generator.gemm_generator); gemm_config->generator.igemm[index] = xnn_init_hmp_igemm_codegen(generator.igemm_generator); } auto execution_plan = model_factory(nullptr); if (execution_plan.empty()) { state.SkipWithError("failed to create a model"); return; } for (auto _ : state) { for (const std::unique_ptr& op : execution_plan) { xnn_status status = xnn_run_operator(op.get(), nullptr); if (status != xnn_status_success) { state.SkipWithError("failed to run a model"); return; } } } const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); if (cpu_frequency != 0) { state.counters["cpufreq"] = cpu_frequency; } } #endif // XNN_PLATFORM_JIT #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY static void f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 2 /* nr */); } static void f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 2 /* nr */); } static void f32_gemm_4x2__asm_aarch64_neonfma_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_4x2__asm_aarch64_neonfma_ld64, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_4x2__asm_aarch64_neonfma_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 2 /* nr */); } static void f32_gemm_4x12__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x12__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_4x12__asm_aarch64_neonfma_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x12__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x12__asm_aarch64_neonfma_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 12 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a55, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a55, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld64, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__asm_aarch64_neonfma_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a55, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a55, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a73(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a73, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a73, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld64, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__asm_aarch64_neonfma_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld128, xnn_f32_igemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld128, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_4x2__aarch64_neonfma_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x2__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x2__aarch64_neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_4x2__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x2__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 2 /* nr */); } static void f32_gemm_6x2__aarch64_neonfma_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x2__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x2__aarch64_neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_6x2__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x2__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 2 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_lane_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld128, xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_lane_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld128, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */); } BENCHMARK_FP32_END2END(f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75) BENCHMARK_FP32_END2END(f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_FP32_END2END(f32_gemm_4x2__asm_aarch64_neonfma_ld64) BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_ld64) BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_ld128); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53) BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53_prfm) BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a55) BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75) BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_FP32_END2END(f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END(f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53_prfm); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a55); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a73); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END(f32_gemm_4x12__asm_aarch64_neonfma_cortex_a53); BENCHMARK_FP32_END2END(f32_gemm_4x2__aarch64_neonfma_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x2__aarch64_neonfma_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_lane_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_lane_ld128); #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY static void f32_gemm_4x8__asm_aarch32_neon_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_ld64, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_ld64, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a7(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a7, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a7, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a53_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a55, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a55, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a75_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75_prfm, xnn_f32_igemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75_prfm, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53_prfm, xnn_f32_igemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53_prfm, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_cortex_a7); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_cortex_a53); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_cortex_a53_prfm); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_cortex_a55); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_cortex_a75); BENCHMARK_FP32_END2END(f32_gemm_4x8__asm_aarch32_neon_cortex_a75_prfm); #endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM || XNN_ARCH_ARM64 static void f32_gemm_4x2__neon_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x2__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x2__neon_lane_ld64, xnn_f32_gemm_minmax_ukernel_4x2__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x2__neon_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 2 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_6x2__neon_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x2__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x2__neon_lane_ld64, xnn_f32_gemm_minmax_ukernel_6x2__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x2__neon_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 2 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neon_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x8__neon_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neon_lane_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld128, xnn_f32_igemm_minmax_ukernel_4x8__neon_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__neon_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x8__neon_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__neon_lane_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neon_lane_ld128, xnn_f32_igemm_minmax_ukernel_6x8__neon_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neon_dup_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neon_dup_ld64, xnn_f32_igemm_minmax_ukernel_4x8__neon_dup_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neon_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neon_dup_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neon_dup_ld128, xnn_f32_igemm_minmax_ukernel_4x8__neon_dup_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neon_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__neon_dup_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neon_dup_ld64, xnn_f32_igemm_minmax_ukernel_6x8__neon_dup_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neon_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__neon_dup_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neon_dup_ld128, xnn_f32_igemm_minmax_ukernel_6x8__neon_dup_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neon_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neonfma_dup_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neonfma_dup_ld64, xnn_f32_igemm_minmax_ukernel_4x8__neonfma_dup_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONFMA); } static void f32_gemm_4x8__neonfma_dup_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neonfma_dup_ld128, xnn_f32_igemm_minmax_ukernel_4x8__neonfma_dup_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONFMA); } static void f32_gemm_6x8__neonfma_dup_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neonfma_dup_ld64, xnn_f32_igemm_minmax_ukernel_6x8__neonfma_dup_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONFMA); } static void f32_gemm_6x8__neonfma_dup_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neonfma_dup_ld128, xnn_f32_igemm_minmax_ukernel_6x8__neonfma_dup_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_dup_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_dup_ld64, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONFMA); } static void f32_gemm_4x8s4__neon(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__neon, xnn_f32_igemm_minmax_ukernel_4x8s4__neon, xnn_f32_gemm_minmax_ukernel_1x8s4__neon, xnn_f32_igemm_minmax_ukernel_1x8s4__neon, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8s4__neonfma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__neonfma, xnn_f32_igemm_minmax_ukernel_4x8s4__neonfma, xnn_f32_gemm_minmax_ukernel_1x8s4__neonfma, xnn_f32_igemm_minmax_ukernel_1x8s4__neonfma, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEONFMA); } static void f32_gemm_6x8s4__neon(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8s4__neon, xnn_f32_igemm_minmax_ukernel_6x8s4__neon, xnn_f32_gemm_minmax_ukernel_1x8s4__neon, xnn_f32_igemm_minmax_ukernel_1x8s4__neon, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEON); } static void f32_gemm_6x8s4__neonfma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8s4__neonfma, xnn_f32_igemm_minmax_ukernel_6x8s4__neonfma, xnn_f32_gemm_minmax_ukernel_1x8s4__neonfma, xnn_f32_igemm_minmax_ukernel_1x8s4__neonfma, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEONFMA); } static void f32_gemm_8x8s4__neon(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_8x8s4__neon, xnn_f32_igemm_minmax_ukernel_8x8s4__neon, xnn_f32_gemm_minmax_ukernel_1x8s4__neon, xnn_f32_igemm_minmax_ukernel_1x8s4__neon, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 8 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEON); } static void f32_gemm_8x8s4__neonfma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_8x8s4__neonfma, xnn_f32_igemm_minmax_ukernel_8x8s4__neonfma, xnn_f32_gemm_minmax_ukernel_1x8s4__neonfma, xnn_f32_igemm_minmax_ukernel_1x8s4__neonfma, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 8 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEONFMA); } BENCHMARK_FP32_END2END(f32_gemm_4x2__neon_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x2__neon_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__neon_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__neon_lane_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__neon_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__neon_lane_ld128); BENCHMARK_FP32_END2END(f32_gemm_4x8__neon_dup_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__neon_dup_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__neon_dup_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__neon_dup_ld128); BENCHMARK_FP32_END2END(f32_gemm_4x8__neonfma_dup_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__neonfma_dup_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__neonfma_dup_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__neonfma_dup_ld128); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__neon); BENCHMARK_FP32_END2END(f32_gemm_6x8s4__neon); BENCHMARK_FP32_END2END(f32_gemm_8x8s4__neon); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__neonfma); BENCHMARK_FP32_END2END(f32_gemm_6x8s4__neonfma); BENCHMARK_FP32_END2END(f32_gemm_8x8s4__neonfma); #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM64 && XNN_PLATFORM_JIT static void f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {4, xnn_generate_f32_gemm_ukernel_4x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_4x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {4, xnn_generate_f32_gemm_ukernel_4x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_4x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_1x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {6, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_2x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {2, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_3x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {3, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_4x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {4, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_5x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {5, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_6x8__jit_aarch64_neonfma_cortex_a75( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75}, {6, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_1x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {1, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_2x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {2, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_3x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {3, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_4x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {4, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_5x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {5, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8_6x8__jit_aarch64_neonfma_cortex_a75_prfm( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm}, {6, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, xnn_generate_f32_igemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } BENCHMARK_FP32_END2END_JIT(f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_1x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_2x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_3x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_4x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_5x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_6x8__jit_aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_1x8__jit_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_2x8__jit_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_3x8__jit_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_4x8__jit_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_5x8__jit_aarch64_neonfma_cortex_a75_prfm); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8_6x8__jit_aarch64_neonfma_cortex_a75_prfm); #endif // XNN_ARCH_ARM64 && XNN_PLATFORM_JIT #if XNN_ARCH_X86 || XNN_ARCH_X86_64 static void f32_gemm_4x16__avx512f_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_4x16__avx512f_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx512f_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX512F); } static void f32_gemm_5x16__avx512f_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_5x16__avx512f_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx512f_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 5 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX512F); } static void f32_gemm_6x16__avx512f_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_6x16__avx512f_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx512f_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 6 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX512F); } static void f32_gemm_7x16__avx512f_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_7x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_7x16__avx512f_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx512f_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 7 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX512F); } static void f32_gemm_8x16__avx512f_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_8x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_8x16__avx512f_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx512f_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_scalar_params, 8 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX512F); } static void f32_gemm_4x8__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_4x8__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_5x8__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_5x8__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 5 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_6x8__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_6x8__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_7x8__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_7x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_7x8__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 7 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_8x8__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_8x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_8x8__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 8 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_3x16__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x16__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_3x16__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_4x16__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x16__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_4x16__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_5x16__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x16__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_5x16__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 5 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_3x16s4__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x16s4__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_3x16s4__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x16s4__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x16s4__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_4x16s4__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x16s4__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_4x16s4__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x16s4__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x16s4__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_5x16s4__fma3_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x16s4__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_5x16s4__fma3_broadcast, xnn_f32_gemm_minmax_ukernel_1x16s4__fma3_broadcast, xnn_f32_igemm_minmax_ukernel_1x16s4__fma3_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 5 /* mr */, 16 /* nr */, 0 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckFMA3); } static void f32_gemm_4x8__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_4x8__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_5x8__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_5x8__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 5 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_6x8__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_6x8__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_7x8__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_7x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_7x8__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x8__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x8__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 7 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_3x16__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x16__avx_broadcast, xnn_f32_igemm_minmax_ukernel_3x16__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_4x16__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x16__avx_broadcast, xnn_f32_igemm_minmax_ukernel_4x16__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_5x16__avx_broadcast(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x16__avx_broadcast, xnn_f32_igemm_minmax_ukernel_5x16__avx_broadcast, xnn_f32_gemm_minmax_ukernel_1x16__avx_broadcast, xnn_f32_igemm_minmax_ukernel_1x16__avx_broadcast, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_avx_params, 5 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } static void f32_gemm_3x8__sse2_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__sse2_dup, xnn_f32_igemm_minmax_ukernel_3x8__sse2_dup, xnn_f32_gemm_minmax_ukernel_1x8__sse2_dup, xnn_f32_igemm_minmax_ukernel_1x8__sse2_dup, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__sse2_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__sse2_dup, xnn_f32_igemm_minmax_ukernel_4x8__sse2_dup, xnn_f32_gemm_minmax_ukernel_1x8__sse2_dup, xnn_f32_igemm_minmax_ukernel_1x8__sse2_dup, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__sse2_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__sse2_dup, xnn_f32_igemm_minmax_ukernel_5x8__sse2_dup, xnn_f32_gemm_minmax_ukernel_1x8__sse2_dup, xnn_f32_igemm_minmax_ukernel_1x8__sse2_dup, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__sse_load1(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__sse_load1, xnn_f32_igemm_minmax_ukernel_3x8__sse_load1, xnn_f32_gemm_minmax_ukernel_1x8__sse_load1, xnn_f32_igemm_minmax_ukernel_1x8__sse_load1, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__sse_load1(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__sse_load1, xnn_f32_igemm_minmax_ukernel_4x8__sse_load1, xnn_f32_gemm_minmax_ukernel_1x8__sse_load1, xnn_f32_igemm_minmax_ukernel_1x8__sse_load1, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__sse_load1(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__sse_load1, xnn_f32_igemm_minmax_ukernel_5x8__sse_load1, xnn_f32_gemm_minmax_ukernel_1x8__sse_load1, xnn_f32_igemm_minmax_ukernel_1x8__sse_load1, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__sse_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__sse_dup, xnn_f32_igemm_minmax_ukernel_3x8__sse_dup, xnn_f32_gemm_minmax_ukernel_1x8__sse_dup, xnn_f32_igemm_minmax_ukernel_1x8__sse_dup, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__sse_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__sse_dup, xnn_f32_igemm_minmax_ukernel_4x8__sse_dup, xnn_f32_gemm_minmax_ukernel_1x8__sse_dup, xnn_f32_igemm_minmax_ukernel_1x8__sse_dup, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__sse_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__sse_dup, xnn_f32_igemm_minmax_ukernel_5x8__sse_dup, xnn_f32_gemm_minmax_ukernel_1x8__sse_dup, xnn_f32_igemm_minmax_ukernel_1x8__sse_dup, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_3x8s4__sse(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8s4__sse, xnn_f32_igemm_minmax_ukernel_3x8s4__sse, xnn_f32_gemm_minmax_ukernel_1x8s4__sse, xnn_f32_igemm_minmax_ukernel_1x8s4__sse, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 3 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_4x8s4__sse(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__sse, xnn_f32_igemm_minmax_ukernel_4x8s4__sse, xnn_f32_gemm_minmax_ukernel_1x8s4__sse, xnn_f32_igemm_minmax_ukernel_1x8s4__sse, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_5x8s4__sse(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8s4__sse, xnn_f32_igemm_minmax_ukernel_5x8s4__sse, xnn_f32_gemm_minmax_ukernel_1x8s4__sse, xnn_f32_igemm_minmax_ukernel_1x8s4__sse, nullptr /* gemm_relu */, nullptr /* igemm_relu */, nullptr /* gemm1_relu */, nullptr /* igemm1_relu */, nullptr /* gemm */, nullptr /* igemm */, nullptr /* gemm1 */, nullptr /* igemm1 */, xnn_init_f32_minmax_sse_params, 5 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } BENCHMARK_FP32_END2END(f32_gemm_4x16__avx512f_broadcast); BENCHMARK_FP32_END2END(f32_gemm_5x16__avx512f_broadcast); BENCHMARK_FP32_END2END(f32_gemm_6x16__avx512f_broadcast); BENCHMARK_FP32_END2END(f32_gemm_7x16__avx512f_broadcast); BENCHMARK_FP32_END2END(f32_gemm_8x16__avx512f_broadcast); BENCHMARK_FP32_END2END(f32_gemm_4x8__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_5x8__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_6x8__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_7x8__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_8x8__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_3x16__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_4x16__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_5x16__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_3x16s4__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_4x16s4__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_5x16s4__fma3_broadcast); BENCHMARK_FP32_END2END(f32_gemm_4x8__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_5x8__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_6x8__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_7x8__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_3x16__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_4x16__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_5x16__avx_broadcast); BENCHMARK_FP32_END2END(f32_gemm_3x8__sse2_dup); BENCHMARK_FP32_END2END(f32_gemm_4x8__sse2_dup); BENCHMARK_FP32_END2END(f32_gemm_5x8__sse2_dup); BENCHMARK_FP32_END2END(f32_gemm_3x8__sse_load1); BENCHMARK_FP32_END2END(f32_gemm_4x8__sse_load1); BENCHMARK_FP32_END2END(f32_gemm_5x8__sse_load1); BENCHMARK_FP32_END2END(f32_gemm_3x8__sse_dup); BENCHMARK_FP32_END2END(f32_gemm_4x8__sse_dup); BENCHMARK_FP32_END2END(f32_gemm_5x8__sse_dup); BENCHMARK_FP32_END2END(f32_gemm_3x8s4__sse); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__sse); BENCHMARK_FP32_END2END(f32_gemm_5x8s4__sse); #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_WASMRELAXEDSIMD static void f32_gemm_3x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_3x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_relu_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_4x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_5x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_6x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_f32_gemm_relu_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmrelaxedsimd_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_3x8__wasmrelaxedsimd_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_gemm_relu_ukernel_3x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_3x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_3x8__wasmsimd_splat, xnn_f32_igemm_ukernel_3x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmrelaxedsimd_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_4x8__wasmrelaxedsimd_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_4x8__wasmsimd_splat, xnn_f32_igemm_ukernel_4x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmrelaxedsimd_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_5x8__wasmrelaxedsimd_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_5x8__wasmsimd_splat, xnn_f32_igemm_ukernel_5x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmrelaxedsimd_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_6x8__wasmrelaxedsimd_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_f32_gemm_relu_ukernel_6x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_6x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_6x8__wasmsimd_splat, xnn_f32_igemm_ukernel_6x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_f32_gemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_f32_igemm_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8s4__wasmrelaxedsimd(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_3x8s4__wasmrelaxedsimd, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_gemm_relu_ukernel_3x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_3x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_3x8s4__wasmsimd, xnn_f32_igemm_ukernel_3x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_4x8s4__wasmrelaxedsimd(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_4x8s4__wasmrelaxedsimd, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_gemm_relu_ukernel_4x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_4x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_4x8s4__wasmsimd, xnn_f32_igemm_ukernel_4x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_5x8s4__wasmrelaxedsimd(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_5x8s4__wasmrelaxedsimd, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_gemm_relu_ukernel_5x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_5x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_5x8s4__wasmsimd, xnn_f32_igemm_ukernel_5x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_6x8s4__wasmrelaxedsimd(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_6x8s4__wasmrelaxedsimd, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_f32_gemm_relu_ukernel_6x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_6x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_6x8s4__wasmsimd, xnn_f32_igemm_ukernel_6x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_3x8s4__wasmrelaxedsimd_fma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_4x8s4__wasmrelaxedsimd_fma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_5x8s4__wasmrelaxedsimd_fma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_6x8s4__wasmrelaxedsimd_fma(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_relu_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_f32_gemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_f32_igemm_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmrelaxedsimd_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmrelaxedsimd_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmrelaxedsimd_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmrelaxedsimd_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmrelaxedsimd_fma_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmrelaxedsimd_fma_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmrelaxedsimd_fma_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmrelaxedsimd_fma_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmrelaxedsimd_splat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmrelaxedsimd_splat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmrelaxedsimd_splat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmrelaxedsimd_splat); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmrelaxedsimd_fma_splat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmrelaxedsimd_fma_splat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmrelaxedsimd_fma_splat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmrelaxedsimd_fma_splat); BENCHMARK_FP32_END2END(f32_gemm_3x8s4__wasmrelaxedsimd); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__wasmrelaxedsimd); BENCHMARK_FP32_END2END(f32_gemm_5x8s4__wasmrelaxedsimd); BENCHMARK_FP32_END2END(f32_gemm_6x8s4__wasmrelaxedsimd); BENCHMARK_FP32_END2END(f32_gemm_3x8s4__wasmrelaxedsimd_fma); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__wasmrelaxedsimd_fma); BENCHMARK_FP32_END2END(f32_gemm_5x8s4__wasmrelaxedsimd_fma); BENCHMARK_FP32_END2END(f32_gemm_6x8s4__wasmrelaxedsimd_fma); #endif // XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void f32_gemm_3x8__wasmsimd_arm_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_relu_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_arm_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_arm_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_arm_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_f32_gemm_relu_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmsimd_x86_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_relu_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_3x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_x86_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_4x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_x86_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_5x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_x86_loadsplat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_f32_gemm_relu_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_6x8__wasmsimd_loadsplat, xnn_f32_gemm_ukernel_1x8__wasmsimd_loadsplat, xnn_f32_igemm_ukernel_1x8__wasmsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmsimd_arm_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_arm_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_gemm_relu_ukernel_3x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_3x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_3x8__wasmsimd_splat, xnn_f32_igemm_ukernel_3x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_arm_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_arm_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_4x8__wasmsimd_splat, xnn_f32_igemm_ukernel_4x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_arm_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_arm_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_5x8__wasmsimd_splat, xnn_f32_igemm_ukernel_5x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_arm_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_arm_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_f32_gemm_relu_ukernel_6x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_6x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_6x8__wasmsimd_splat, xnn_f32_igemm_ukernel_6x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmsimd_x86_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_x86_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_gemm_relu_ukernel_3x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_3x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_3x8__wasmsimd_splat, xnn_f32_igemm_ukernel_3x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_x86_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_x86_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_gemm_relu_ukernel_4x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_4x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_4x8__wasmsimd_splat, xnn_f32_igemm_ukernel_4x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_x86_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_x86_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_gemm_relu_ukernel_5x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_5x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_5x8__wasmsimd_splat, xnn_f32_igemm_ukernel_5x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_x86_splat(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_x86_splat, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_f32_gemm_relu_ukernel_6x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_6x8__wasmsimd_splat, xnn_f32_gemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_relu_ukernel_1x8__wasmsimd_splat, xnn_f32_gemm_ukernel_6x8__wasmsimd_splat, xnn_f32_igemm_ukernel_6x8__wasmsimd_splat, xnn_f32_gemm_ukernel_1x8__wasmsimd_splat, xnn_f32_igemm_ukernel_1x8__wasmsimd_splat, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8s4__wasmsimd_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_3x8s4__wasmsimd_arm, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_gemm_relu_ukernel_3x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_3x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_3x8s4__wasmsimd, xnn_f32_igemm_ukernel_3x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_4x8s4__wasmsimd_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_4x8s4__wasmsimd_arm, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_gemm_relu_ukernel_4x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_4x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_4x8s4__wasmsimd, xnn_f32_igemm_ukernel_4x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_5x8s4__wasmsimd_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_5x8s4__wasmsimd_arm, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_gemm_relu_ukernel_5x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_5x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_5x8s4__wasmsimd, xnn_f32_igemm_ukernel_5x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_6x8s4__wasmsimd_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_6x8s4__wasmsimd_arm, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_f32_gemm_relu_ukernel_6x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_6x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_6x8s4__wasmsimd, xnn_f32_igemm_ukernel_6x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_3x8s4__wasmsimd_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_3x8s4__wasmsimd_x86, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_gemm_relu_ukernel_3x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_3x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_3x8s4__wasmsimd, xnn_f32_igemm_ukernel_3x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 3 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_4x8s4__wasmsimd_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_4x8s4__wasmsimd_x86, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_gemm_relu_ukernel_4x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_4x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_4x8s4__wasmsimd, xnn_f32_igemm_ukernel_4x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_5x8s4__wasmsimd_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_5x8s4__wasmsimd_x86, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_gemm_relu_ukernel_5x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_5x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_5x8s4__wasmsimd, xnn_f32_igemm_ukernel_5x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 5 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_6x8s4__wasmsimd_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_6x8s4__wasmsimd_x86, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_igemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_f32_gemm_relu_ukernel_6x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_6x8s4__wasmsimd, xnn_f32_gemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_relu_ukernel_1x8s4__wasmsimd, xnn_f32_gemm_ukernel_6x8s4__wasmsimd, xnn_f32_igemm_ukernel_6x8s4__wasmsimd, xnn_f32_gemm_ukernel_1x8s4__wasmsimd, xnn_f32_igemm_ukernel_1x8s4__wasmsimd, xnn_init_f32_minmax_wasmsimd_params, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{3, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{4, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{5, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{6, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1}}, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_unroll( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2}, {3, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1} }, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_unroll( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2}, {4, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1} }, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_unroll( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2}, {5, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1} }, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_unroll( benchmark::State &state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark( state, model, {{1, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2}, {5, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1}, {6, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_generate_f32_igemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2} }, xnn_init_f32_minmax_scalar_params, 8 /* nr */); } BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_arm_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_arm_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_arm_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_arm_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_x86_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_x86_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_x86_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_x86_loadsplat); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_arm_splat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_arm_splat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_arm_splat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_arm_splat); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_x86_splat); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_x86_splat); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_x86_splat); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_x86_splat); BENCHMARK_FP32_END2END(f32_gemm_3x8s4__wasmsimd_arm); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__wasmsimd_arm); BENCHMARK_FP32_END2END(f32_gemm_5x8s4__wasmsimd_arm); BENCHMARK_FP32_END2END(f32_gemm_6x8s4__wasmsimd_arm); BENCHMARK_FP32_END2END(f32_gemm_3x8s4__wasmsimd_x86); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__wasmsimd_x86); BENCHMARK_FP32_END2END(f32_gemm_5x8s4__wasmsimd_x86); BENCHMARK_FP32_END2END(f32_gemm_6x8s4__wasmsimd_x86); BENCHMARK_FP32_END2END_JIT(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat); BENCHMARK_FP32_END2END_JIT(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat); BENCHMARK_FP32_END2END_JIT(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat); BENCHMARK_FP32_END2END_JIT(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_unroll); BENCHMARK_FP32_END2END_JIT(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_unroll); BENCHMARK_FP32_END2END_JIT(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_unroll); BENCHMARK_FP32_END2END_JIT(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_unroll); #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASM static void f32_gemm_2x4__wasm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_2x4__wasm, xnn_f32_igemm_minmax_ukernel_2x4__wasm, xnn_f32_gemm_minmax_ukernel_1x4__wasm, xnn_f32_igemm_minmax_ukernel_1x4__wasm, xnn_f32_gemm_relu_ukernel_2x4__wasm, xnn_f32_igemm_relu_ukernel_2x4__wasm, xnn_f32_gemm_relu_ukernel_1x4__wasm, xnn_f32_igemm_relu_ukernel_1x4__wasm, xnn_f32_gemm_ukernel_2x4__scalar, xnn_f32_igemm_ukernel_2x4__scalar, xnn_f32_gemm_ukernel_1x4__scalar, xnn_f32_igemm_ukernel_1x4__scalar, xnn_init_f32_minmax_scalar_params, 2 /* mr */, 4 /* nr */); } static void f32_gemm_4x4__wasm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x4__wasm, xnn_f32_igemm_minmax_ukernel_4x4__wasm, xnn_f32_gemm_minmax_ukernel_1x4__wasm, xnn_f32_igemm_minmax_ukernel_1x4__wasm, xnn_f32_gemm_relu_ukernel_4x4__wasm, xnn_f32_igemm_relu_ukernel_4x4__wasm, xnn_f32_gemm_relu_ukernel_1x4__wasm, xnn_f32_igemm_relu_ukernel_1x4__wasm, xnn_f32_gemm_ukernel_4x4__scalar, xnn_f32_igemm_ukernel_4x4__scalar, xnn_f32_gemm_ukernel_1x4__scalar, xnn_f32_igemm_ukernel_1x4__scalar, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 4 /* nr */); } BENCHMARK_FP32_END2END(f32_gemm_2x4__wasm); BENCHMARK_FP32_END2END(f32_gemm_4x4__wasm); #endif // XNN_ARCH_WASM static void f32_gemm_2x4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_2x4__scalar, xnn_f32_igemm_minmax_ukernel_2x4__scalar, xnn_f32_gemm_minmax_ukernel_1x4__scalar, xnn_f32_igemm_minmax_ukernel_1x4__scalar, xnn_f32_gemm_relu_ukernel_2x4__scalar, xnn_f32_igemm_relu_ukernel_2x4__scalar, xnn_f32_gemm_relu_ukernel_1x4__scalar, xnn_f32_igemm_relu_ukernel_1x4__scalar, xnn_f32_gemm_ukernel_2x4__scalar, xnn_f32_igemm_ukernel_2x4__scalar, xnn_f32_gemm_ukernel_1x4__scalar, xnn_f32_igemm_ukernel_1x4__scalar, xnn_init_f32_minmax_scalar_params, 2 /* mr */, 4 /* nr */); } static void f32_gemm_4x4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x4__scalar, xnn_f32_igemm_minmax_ukernel_4x4__scalar, xnn_f32_gemm_minmax_ukernel_1x4__scalar, xnn_f32_igemm_minmax_ukernel_1x4__scalar, xnn_f32_gemm_relu_ukernel_4x4__scalar, xnn_f32_igemm_relu_ukernel_4x4__scalar, xnn_f32_gemm_relu_ukernel_1x4__scalar, xnn_f32_igemm_relu_ukernel_1x4__scalar, xnn_f32_gemm_ukernel_4x4__scalar, xnn_f32_igemm_ukernel_4x4__scalar, xnn_f32_gemm_ukernel_1x4__scalar, xnn_f32_igemm_ukernel_1x4__scalar, xnn_init_f32_minmax_scalar_params, 4 /* mr */, 4 /* nr */); } BENCHMARK_FP32_END2END(f32_gemm_2x4__scalar); BENCHMARK_FP32_END2END(f32_gemm_4x4__scalar); #ifndef XNNPACK_BENCHMARK_NO_MAIN BENCHMARK_MAIN(); #endif