// 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 "models/models.h" #include #include #include static void GEMMEnd2EndBenchmark( benchmark::State& state, models::ExecutionPlanFactory model_factory, xnn_f32_gemm_minmax_ukernel_function gemm, xnn_f32_igemm_minmax_ukernel_function igemm, xnn_f32_gemm_minmax_ukernel_function gemm1, xnn_f32_igemm_minmax_ukernel_function igemm1, 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 && !isa_check(state)) { return; } if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) { state.SkipWithError("failed to initialize XNNPACK"); return; } // Override microkernels chosen in xnn_initialize // Note: do not directly assign to xnn_params.f32.gemm because it breaks older gcc. xnn_params.f32.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm)); xnn_params.f32.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm)); xnn_params.f32.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm1)); xnn_params.f32.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm1)); xnn_params.f32.gemm.mr = mr; xnn_params.f32.gemm.nr = nr; xnn_params.f32.gemm.log2_kr = log2_kr; xnn_params.f32.gemm.log2_sr = log2_sr; 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; } } } state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); } #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY static void f32_gemm_4x12__aarch64_neonfma_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x12__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_4x12__aarch64_neonfma_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x12__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x12__aarch64_neonfma_cortex_a53, 4 /* mr */, 12 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a55, xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a55, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_cortex_a57(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a57, xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a57, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x8__aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_4x8__neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__aarch64_neonfma_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_ld128, xnn_f32_igemm_minmax_ukernel_4x8__neonfma_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__aarch64_neonfma_cortex_a57(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__aarch64_neonfma_cortex_a57, xnn_f32_igemm_minmax_ukernel_5x8__aarch64_neonfma_cortex_a57, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57, 5 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_5x8__aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a55, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a55, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a53, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_cortex_a73(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a73, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a73, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_cortex_a57(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a57, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a57, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a57, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_6x8__aarch64_neonfma_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_f32_igemm_minmax_ukernel_1x8__aarch64_neonfma_cortex_a75, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_ld64, xnn_f32_igemm_minmax_ukernel_6x8__neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__aarch64_neonfma_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_ld128, xnn_f32_igemm_minmax_ukernel_6x8__neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 6 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__neonfma_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_4x8__neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 4 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__neonfma_lane_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__neonfma_lane_ld128, xnn_f32_igemm_minmax_ukernel_4x8__neonfma_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 4 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__neonfma_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_6x8__neonfma_lane_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 6 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__neonfma_lane_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__neonfma_lane_ld128, xnn_f32_igemm_minmax_ukernel_6x8__neonfma_lane_ld128, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neonfma_lane_ld64, 6 /* mr */, 8 /* nr */); } BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_ld64) BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_ld128); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_cortex_a53) BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_cortex_a55) BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_cortex_a57) BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch64_neonfma_cortex_a75) BENCHMARK_FP32_END2END(f32_gemm_5x8__aarch64_neonfma_cortex_a57); BENCHMARK_FP32_END2END(f32_gemm_5x8__aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_cortex_a53); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_cortex_a55); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_cortex_a73); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_cortex_a57); BENCHMARK_FP32_END2END(f32_gemm_6x8__aarch64_neonfma_cortex_a75); BENCHMARK_FP32_END2END(f32_gemm_4x12__aarch64_neonfma_cortex_a53) BENCHMARK_FP32_END2END(f32_gemm_4x8__neonfma_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__neonfma_lane_ld128); BENCHMARK_FP32_END2END(f32_gemm_6x8__neonfma_lane_ld64); BENCHMARK_FP32_END2END(f32_gemm_6x8__neonfma_lane_ld128); #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY static void f32_gemm_4x8__aarch32_neon_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_ld64, xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_ld64, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__aarch32_neon_cortex_a7(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a7, xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a7, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__aarch32_neon_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a53, xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a53, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__aarch32_neon_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a55, xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a55, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__aarch32_neon_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__aarch32_neon_pld_cortex_a75(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__aarch32_neon_pld_cortex_a75, xnn_f32_igemm_minmax_ukernel_4x8__aarch32_neon_pld_cortex_a75, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_f32_igemm_minmax_ukernel_1x8__neon_lane_ld64, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch32_neon_ld64); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch32_neon_cortex_a7); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch32_neon_cortex_a53); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch32_neon_cortex_a55); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch32_neon_cortex_a75); BENCHMARK_FP32_END2END(f32_gemm_4x8__aarch32_neon_pld_cortex_a75); #endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM || XNN_ARCH_ARM64 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 8 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */, benchmark::utils::CheckNEONFMA); } 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_X86 || XNN_ARCH_X86_64 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, 4 /* 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, 4 /* mr */, 8 /* nr */); } 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, 4 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } 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, 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, 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, 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, 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, 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, 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, 5 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX); } 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 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, 5 /* mr */, 16 /* nr */, 0 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckFMA3); } 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, 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, 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, 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, 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, 8 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckAVX512F); } BENCHMARK_FP32_END2END(f32_gemm_4x8__sse_load1); BENCHMARK_FP32_END2END(f32_gemm_4x8__sse_dup); BENCHMARK_FP32_END2END(f32_gemm_4x8s4__sse); 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_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_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); #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_WASMSIMD static void f32_gemm_3x8__wasmsimd_loadsplat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_loadsplat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_loadsplat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_loadsplat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_loadsplat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_loadsplat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_loadsplat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_loadsplat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_arm, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmsimd_loadsplat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_loadsplat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_loadsplat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_loadsplat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_loadsplat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_loadsplat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_loadsplat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_loadsplat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_loadsplat_x86, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmsimd_splat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_splat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_arm, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_splat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_splat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_arm, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_splat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_splat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_arm, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_splat_arm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_splat_arm, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_arm, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_arm, 6 /* mr */, 8 /* nr */); } static void f32_gemm_3x8__wasmsimd_splat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_3x8__wasmsimd_splat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_x86, 3 /* mr */, 8 /* nr */); } static void f32_gemm_4x8__wasmsimd_splat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_4x8__wasmsimd_splat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_x86, 4 /* mr */, 8 /* nr */); } static void f32_gemm_5x8__wasmsimd_splat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_5x8__wasmsimd_splat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_x86, 5 /* mr */, 8 /* nr */); } static void f32_gemm_6x8__wasmsimd_splat_x86(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_6x8__wasmsimd_splat_x86, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_splat_x86, xnn_f32_igemm_minmax_ukernel_1x8__wasmsimd_splat_x86, 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, 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, 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, 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, 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, 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, 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, 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, 6 /* mr */, 8 /* nr */, 0 /* log2(kr) */, 2 /* log2(sr) */); } BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_loadsplat_arm); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_loadsplat_arm); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_loadsplat_arm); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_loadsplat_arm); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_loadsplat_x86); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_loadsplat_x86); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_loadsplat_x86); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_loadsplat_x86); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_splat_arm); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_splat_arm); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_splat_arm); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_splat_arm); BENCHMARK_FP32_END2END(f32_gemm_3x8__wasmsimd_splat_x86); BENCHMARK_FP32_END2END(f32_gemm_4x8__wasmsimd_splat_x86); BENCHMARK_FP32_END2END(f32_gemm_5x8__wasmsimd_splat_x86); BENCHMARK_FP32_END2END(f32_gemm_6x8__wasmsimd_splat_x86); 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); #endif // XNN_ARCH_WASMSIMD #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, 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, 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, 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, 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