| // 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 <algorithm> |
| #include <cmath> |
| #include <functional> |
| #include <random> |
| #include <vector> |
| |
| #include <xnnpack.h> |
| |
| #include <benchmark/benchmark.h> |
| |
| #include "bench/end2end.h" |
| #include "bench/utils.h" |
| #include "models/models.h" |
| #include <xnnpack/gemm.h> |
| #include <xnnpack/igemm.h> |
| #include <xnnpack/params.h> |
| |
| |
| static void GEMMEnd2EndBenchmark( |
| benchmark::State& state, |
| models::ExecutionPlanFactory model_factory, |
| xnn_qs8_gemm_ukernel_function gemm, |
| xnn_qs8_igemm_ukernel_function igemm, |
| xnn_qs8_gemm_ukernel_function gemm1, |
| xnn_qs8_igemm_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.qs8.gemm because it breaks older gcc. |
| xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm)); |
| xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm)); |
| xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm1)); |
| xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm1)); |
| xnn_params.qs8.gemm.mr = mr; |
| xnn_params.qs8.gemm.nr = nr; |
| xnn_params.qs8.gemm.log2_kr = log2_kr; |
| xnn_params.qs8.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<xnn_operator, decltype(&xnn_delete_operator)>& 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_ARM64 && XNN_ENABLE_ASSEMBLY |
| static void qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64, |
| xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64, |
| xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64) |
| #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY |
| |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| static void qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 1 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 1 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_2x8__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 2 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_3x8__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 3 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_3x16__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_4x8__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_4x16__neon_mlal_lane, |
| xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEON); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_1x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 1 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_1x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 1 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_4x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_4x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_4x8c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_4x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_6x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_6x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_6x8c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 6 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_6x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_6x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_6x16c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 6 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_8x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_8x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_8x8c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 8 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_8x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_8x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_8x16c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 8 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| static void qs8_gemm_minmax_ukernel_12x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_12x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_12x8c4__neondot, |
| xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 12 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| benchmark::utils::CheckNEONDOT); |
| } |
| |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x8c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x16c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x8c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x16c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_6x8c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_6x16c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_8x8c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_8x16c4__neondot); |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_12x8c4__neondot); |
| #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| |
| #if SCALAR_IGEMM |
| static void qs8_gemm_minmax_ukernel_8x8c4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) { |
| GEMMEnd2EndBenchmark(state, model, |
| xnn_qs8_gemm_minmax_ukernel_8x8c4__scalar, |
| xnn_qs8_igemm_minmax_ukernel_8x8c4__scalar, |
| xnn_qs8_gemm_minmax_ukernel_8x8c4__scalar, |
| xnn_qs8_igemm_minmax_ukernel_8x8c4__scalar, |
| 8 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */); |
| |
| BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_8x8c4__scalar); |
| #endif // SCALAR_IGEMM |
| |
| #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| BENCHMARK_MAIN(); |
| #endif |