// Copyright 2021 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 #include static void DWConvEnd2EndBenchmark( benchmark::State& state, models::ExecutionPlanFactory model_factory, xnn_qu8_dwconv_minmax_unipass_ukernel_function dwconv, xnn_init_qu8_conv_minmax_params_fn init_params, uint8_t channel_tile, uint8_t primary_tile, 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 for (size_t i = 0; i < XNN_MAX_QU8_DWCONV_UKERNELS; i++) { // Replace only the microkernel the matching kernel size. if (xnn_params.qu8.dwconv[i].primary_tile == primary_tile) { // Note: do not directly assign to xnn_params.qu8.dwconv[i] because it breaks older gcc. xnn_params.qu8.dwconv[i].minmax.unipass = xnn_dwconv_unipass_ukernel_function(dwconv); xnn_params.qu8.dwconv[i].channel_tile = channel_tile; xnn_params.qu8.dwconv[i].primary_tile = primary_tile; xnn_params.qu8.dwconv[i].incremental_tile = 0; xnn_params.qu8.dwconv[i].init.qu8 = init_params; break; } } 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_ARCH_ARM || XNN_ARCH_ARM64 static void qu8_dwconv_up8x9__neon_mul8(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul8, xnn_init_qu8_conv_minmax_rndnu_neon_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up16x9__neon_mul8(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8, xnn_init_qu8_conv_minmax_rndnu_neon_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up24x9__neon_mul8(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up24x9__neon_mul8, xnn_init_qu8_conv_minmax_rndnu_neon_params, 24 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up32x9__neon_mul8(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up32x9__neon_mul8, xnn_init_qu8_conv_minmax_rndnu_neon_params, 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up8x9__neon_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul16, xnn_init_qu8_conv_minmax_rndnu_neon_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up16x9__neon_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul16, xnn_init_qu8_conv_minmax_rndnu_neon_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up24x9__neon_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up24x9__neon_mul16, xnn_init_qu8_conv_minmax_rndnu_neon_params, 24 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } static void qu8_dwconv_up32x9__neon_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_rndnu_ukernel_up32x9__neon_mul16, xnn_init_qu8_conv_minmax_rndnu_neon_params, 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); } BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__neon_mul8); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__neon_mul8); BENCHMARK_QU8_END2END(qu8_dwconv_up24x9__neon_mul8); BENCHMARK_QU8_END2END(qu8_dwconv_up32x9__neon_mul8); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__neon_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__neon_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up24x9__neon_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up32x9__neon_mul16); #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_X86 || XNN_ARCH_X86_64 static void qu8_dwconv_up16x9__avx512skx_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__avx512skx_mul32, xnn_init_qu8_conv_minmax_fp32_avx512_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX); } static void qu8_dwconv_up32x9__avx512skx_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up32x9__avx512skx_mul32, xnn_init_qu8_conv_minmax_fp32_avx512_params, 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX); } static void qu8_dwconv_up8x9__avx2_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__avx2_mul32, xnn_init_qu8_conv_minmax_fp32_avx2_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); } static void qu8_dwconv_up16x9__avx2_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul32, xnn_init_qu8_conv_minmax_fp32_avx2_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); } static void qu8_dwconv_up32x9__avx2_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul32, xnn_init_qu8_conv_minmax_fp32_avx2_params, 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); } static void qu8_dwconv_up8x9__avx_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul16, xnn_init_qu8_conv_minmax_fp32_sse2_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); } static void qu8_dwconv_up16x9__avx_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul16, xnn_init_qu8_conv_minmax_fp32_sse2_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); } static void qu8_dwconv_up8x9__avx_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul32, xnn_init_qu8_conv_minmax_fp32_sse2_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); } static void qu8_dwconv_up16x9__avx_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul32, xnn_init_qu8_conv_minmax_fp32_sse2_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); } static void qu8_dwconv_up8x9__sse41_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul16, xnn_init_qu8_conv_minmax_fp32_sse2_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); } static void qu8_dwconv_up16x9__sse41_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul16, xnn_init_qu8_conv_minmax_fp32_sse2_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); } static void qu8_dwconv_up8x9__sse41_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul32, xnn_init_qu8_conv_minmax_fp32_sse2_params, 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); } static void qu8_dwconv_up16x9__sse41_mul32(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul32, xnn_init_qu8_conv_minmax_fp32_sse2_params, 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); } static void qu8_dwconv_up8x9__sse2_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__sse2_mul16, xnn_init_qu8_conv_minmax_fp32_sse2_params, 8 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up16x9__sse2_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__sse2_mul16, xnn_init_qu8_conv_minmax_fp32_sse2_params, 16 /* channel tile */, 9 /* primary tile */); } BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__avx512skx_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up32x9__avx512skx_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__avx2_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__avx2_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up32x9__avx2_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__avx_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__avx_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__avx_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__avx_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__sse41_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__sse41_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__sse41_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__sse41_mul32); BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__sse2_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__sse2_mul16); #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void qu8_dwconv_up8x9__wasmsimd_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up8x9__wasmsimd_mul16, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, 8 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up16x9__wasmsimd_mul16(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up16x9__wasmsimd_mul16, xnn_init_qu8_conv_minmax_fp32_wasmsimd_params, 16 /* channel tile */, 9 /* primary tile */); } BENCHMARK_QU8_END2END(qu8_dwconv_up8x9__wasmsimd_mul16); BENCHMARK_QU8_END2END(qu8_dwconv_up16x9__wasmsimd_mul16); #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void qu8_dwconv_up1x9__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up1x9__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, 1 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up2x9__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up2x9__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, 2 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up4x9__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up4x9__wasm_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, 4 /* channel tile */, 9 /* primary tile */); } BENCHMARK_QU8_END2END(qu8_dwconv_up1x9__wasm_fmagic); BENCHMARK_QU8_END2END(qu8_dwconv_up2x9__wasm_fmagic); BENCHMARK_QU8_END2END(qu8_dwconv_up4x9__wasm_fmagic); #endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void qu8_dwconv_up1x9__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up1x9__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, 1 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up2x9__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up2x9__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, 2 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up4x9__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up4x9__scalar_fmagic, xnn_init_qu8_conv_minmax_fp32_scalar_fmagic_params, 4 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up1x9__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up1x9__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, 1 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up2x9__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up2x9__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, 2 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up4x9__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up4x9__scalar_imagic, xnn_init_qu8_conv_minmax_fp32_scalar_imagic_params, 4 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up1x9__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up1x9__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, 1 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up2x9__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up2x9__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, 2 /* channel tile */, 9 /* primary tile */); } static void qu8_dwconv_up4x9__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { DWConvEnd2EndBenchmark(state, model, xnn_qu8_dwconv_minmax_fp32_ukernel_up4x9__scalar_lrintf, xnn_init_qu8_conv_minmax_fp32_scalar_lrintf_params, 4 /* channel tile */, 9 /* primary tile */); } BENCHMARK_QU8_END2END(qu8_dwconv_up1x9__scalar_fmagic); BENCHMARK_QU8_END2END(qu8_dwconv_up2x9__scalar_fmagic); BENCHMARK_QU8_END2END(qu8_dwconv_up4x9__scalar_fmagic); BENCHMARK_QU8_END2END(qu8_dwconv_up1x9__scalar_imagic); BENCHMARK_QU8_END2END(qu8_dwconv_up2x9__scalar_imagic); BENCHMARK_QU8_END2END(qu8_dwconv_up4x9__scalar_imagic); BENCHMARK_QU8_END2END(qu8_dwconv_up1x9__scalar_lrintf); BENCHMARK_QU8_END2END(qu8_dwconv_up2x9__scalar_lrintf); BENCHMARK_QU8_END2END(qu8_dwconv_up4x9__scalar_lrintf); #ifndef XNNPACK_BENCHMARK_NO_MAIN BENCHMARK_MAIN(); #endif