Frank Barchard | dc909cb | 2021-02-08 13:59:31 -0800 | [diff] [blame] | 1 | // Copyright 2021 Google LLC |
| 2 | // |
| 3 | // This source code is licensed under the BSD-style license found in the |
| 4 | // LICENSE file in the root directory of this source tree. |
| 5 | |
| 6 | #include <algorithm> |
| 7 | #include <cmath> |
| 8 | #include <functional> |
| 9 | #include <random> |
| 10 | #include <vector> |
| 11 | |
| 12 | #include <xnnpack.h> |
| 13 | |
| 14 | #include <benchmark/benchmark.h> |
| 15 | |
| 16 | #include "bench/end2end.h" |
| 17 | #include "bench/utils.h" |
| 18 | #include "models/models.h" |
| 19 | #include <xnnpack/gemm.h> |
| 20 | #include <xnnpack/igemm.h> |
| 21 | #include <xnnpack/params.h> |
| 22 | |
| 23 | |
| 24 | static void GEMMEnd2EndBenchmark( |
| 25 | benchmark::State& state, |
| 26 | models::ExecutionPlanFactory model_factory, |
| 27 | xnn_qs8_gemm_ukernel_function gemm, |
| 28 | xnn_qs8_igemm_ukernel_function igemm, |
| 29 | xnn_qs8_gemm_ukernel_function gemm1, |
| 30 | xnn_qs8_igemm_ukernel_function igemm1, |
| 31 | uint8_t mr, uint8_t nr, uint8_t log2_kr = 0, uint8_t log2_sr = 0, |
| 32 | benchmark::utils::IsaCheckFunction isa_check = nullptr) |
| 33 | { |
| 34 | if (isa_check && !isa_check(state)) { |
| 35 | return; |
| 36 | } |
| 37 | if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) { |
| 38 | state.SkipWithError("failed to initialize XNNPACK"); |
| 39 | return; |
| 40 | } |
| 41 | |
| 42 | // Override microkernels chosen in xnn_initialize |
| 43 | // Note: do not directly assign to xnn_params.qs8.gemm because it breaks older gcc. |
| 44 | xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm)); |
| 45 | xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm)); |
| 46 | xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm1)); |
| 47 | xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm1)); |
| 48 | xnn_params.qs8.gemm.mr = mr; |
| 49 | xnn_params.qs8.gemm.nr = nr; |
| 50 | xnn_params.qs8.gemm.log2_kr = log2_kr; |
| 51 | xnn_params.qs8.gemm.log2_sr = log2_sr; |
| 52 | |
| 53 | auto execution_plan = model_factory(nullptr); |
| 54 | if (execution_plan.empty()) { |
| 55 | state.SkipWithError("failed to create a model"); |
| 56 | return; |
| 57 | } |
| 58 | |
| 59 | for (auto _ : state) { |
| 60 | for (const std::unique_ptr<xnn_operator, decltype(&xnn_delete_operator)>& op : execution_plan) { |
| 61 | xnn_status status = xnn_run_operator(op.get(), nullptr); |
| 62 | if (status != xnn_status_success) { |
| 63 | state.SkipWithError("failed to run a model"); |
| 64 | return; |
| 65 | } |
| 66 | } |
| 67 | } |
| 68 | |
| 69 | const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| 70 | if (cpu_frequency != 0) { |
| 71 | state.counters["cpufreq"] = cpu_frequency; |
| 72 | } |
| 73 | } |
| 74 | |
| 75 | #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY |
| 76 | static void qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 77 | GEMMEnd2EndBenchmark(state, model, |
| 78 | xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64, |
| 79 | xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot, |
| 80 | xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64, |
| 81 | xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 82 | 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 83 | benchmark::utils::CheckNEONDOT); |
| 84 | } |
| 85 | |
| 86 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64) |
| 87 | #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY |
| 88 | |
Frank Barchard | dc909cb | 2021-02-08 13:59:31 -0800 | [diff] [blame] | 89 | #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
Frank Barchard | 15c0036 | 2021-02-08 23:21:43 -0800 | [diff] [blame^] | 90 | static void qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 91 | GEMMEnd2EndBenchmark(state, model, |
| 92 | xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 93 | xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 94 | xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 95 | xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 96 | 1 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 97 | benchmark::utils::CheckNEON); |
| 98 | } |
| 99 | |
| 100 | static void qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 101 | GEMMEnd2EndBenchmark(state, model, |
| 102 | xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 103 | xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 104 | xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 105 | xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 106 | 1 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 107 | benchmark::utils::CheckNEON); |
| 108 | } |
| 109 | |
| 110 | static void qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 111 | GEMMEnd2EndBenchmark(state, model, |
| 112 | xnn_qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane, |
| 113 | xnn_qs8_igemm_minmax_ukernel_2x8__neon_mlal_lane, |
| 114 | xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 115 | xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 116 | 2 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 117 | benchmark::utils::CheckNEON); |
| 118 | } |
| 119 | |
Frank Barchard | dc909cb | 2021-02-08 13:59:31 -0800 | [diff] [blame] | 120 | static void qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 121 | GEMMEnd2EndBenchmark(state, model, |
| 122 | xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane, |
| 123 | xnn_qs8_igemm_minmax_ukernel_2x16__neon_mlal_lane, |
| 124 | xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 125 | xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 126 | 2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 127 | benchmark::utils::CheckNEON); |
| 128 | } |
| 129 | |
Frank Barchard | 15c0036 | 2021-02-08 23:21:43 -0800 | [diff] [blame^] | 130 | static void qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 131 | GEMMEnd2EndBenchmark(state, model, |
| 132 | xnn_qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane, |
| 133 | xnn_qs8_igemm_minmax_ukernel_3x8__neon_mlal_lane, |
| 134 | xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 135 | xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 136 | 3 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 137 | benchmark::utils::CheckNEON); |
| 138 | } |
| 139 | |
| 140 | static void qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 141 | GEMMEnd2EndBenchmark(state, model, |
| 142 | xnn_qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane, |
| 143 | xnn_qs8_igemm_minmax_ukernel_3x16__neon_mlal_lane, |
| 144 | xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 145 | xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 146 | 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 147 | benchmark::utils::CheckNEON); |
| 148 | } |
| 149 | |
| 150 | static void qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 151 | GEMMEnd2EndBenchmark(state, model, |
| 152 | xnn_qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane, |
| 153 | xnn_qs8_igemm_minmax_ukernel_4x8__neon_mlal_lane, |
| 154 | xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 155 | xnn_qs8_igemm_minmax_ukernel_1x8__neon_mlal_lane, |
| 156 | 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 157 | benchmark::utils::CheckNEON); |
| 158 | } |
| 159 | |
| 160 | static void qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 161 | GEMMEnd2EndBenchmark(state, model, |
| 162 | xnn_qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane, |
| 163 | xnn_qs8_igemm_minmax_ukernel_4x16__neon_mlal_lane, |
| 164 | xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 165 | xnn_qs8_igemm_minmax_ukernel_1x16__neon_mlal_lane, |
| 166 | 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, |
| 167 | benchmark::utils::CheckNEON); |
| 168 | } |
| 169 | |
| 170 | static void qs8_gemm_minmax_ukernel_1x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 171 | GEMMEnd2EndBenchmark(state, model, |
| 172 | xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| 173 | xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 174 | xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| 175 | xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 176 | 1 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 177 | benchmark::utils::CheckNEONDOT); |
| 178 | } |
| 179 | |
| 180 | static void qs8_gemm_minmax_ukernel_1x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 181 | GEMMEnd2EndBenchmark(state, model, |
| 182 | xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| 183 | xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 184 | xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| 185 | xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 186 | 1 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 187 | benchmark::utils::CheckNEONDOT); |
| 188 | } |
| 189 | |
| 190 | static void qs8_gemm_minmax_ukernel_4x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 191 | GEMMEnd2EndBenchmark(state, model, |
| 192 | xnn_qs8_gemm_minmax_ukernel_4x8c4__neondot, |
| 193 | xnn_qs8_igemm_minmax_ukernel_4x8c4__neondot, |
| 194 | xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| 195 | xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 196 | 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 197 | benchmark::utils::CheckNEONDOT); |
| 198 | } |
| 199 | |
| 200 | static void qs8_gemm_minmax_ukernel_4x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 201 | GEMMEnd2EndBenchmark(state, model, |
| 202 | xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot, |
| 203 | xnn_qs8_igemm_minmax_ukernel_4x16c4__neondot, |
| 204 | xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| 205 | xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 206 | 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 207 | benchmark::utils::CheckNEONDOT); |
| 208 | } |
| 209 | |
| 210 | static void qs8_gemm_minmax_ukernel_6x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 211 | GEMMEnd2EndBenchmark(state, model, |
| 212 | xnn_qs8_gemm_minmax_ukernel_6x8c4__neondot, |
| 213 | xnn_qs8_igemm_minmax_ukernel_6x8c4__neondot, |
| 214 | xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| 215 | xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 216 | 6 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 217 | benchmark::utils::CheckNEONDOT); |
| 218 | } |
| 219 | |
| 220 | static void qs8_gemm_minmax_ukernel_6x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 221 | GEMMEnd2EndBenchmark(state, model, |
| 222 | xnn_qs8_gemm_minmax_ukernel_6x16c4__neondot, |
| 223 | xnn_qs8_igemm_minmax_ukernel_6x16c4__neondot, |
| 224 | xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| 225 | xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 226 | 6 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 227 | benchmark::utils::CheckNEONDOT); |
| 228 | } |
| 229 | |
| 230 | static void qs8_gemm_minmax_ukernel_8x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 231 | GEMMEnd2EndBenchmark(state, model, |
| 232 | xnn_qs8_gemm_minmax_ukernel_8x8c4__neondot, |
| 233 | xnn_qs8_igemm_minmax_ukernel_8x8c4__neondot, |
| 234 | xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| 235 | xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 236 | 8 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 237 | benchmark::utils::CheckNEONDOT); |
| 238 | } |
| 239 | |
| 240 | static void qs8_gemm_minmax_ukernel_8x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 241 | GEMMEnd2EndBenchmark(state, model, |
| 242 | xnn_qs8_gemm_minmax_ukernel_8x16c4__neondot, |
| 243 | xnn_qs8_igemm_minmax_ukernel_8x16c4__neondot, |
| 244 | xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, |
| 245 | xnn_qs8_igemm_minmax_ukernel_1x16c4__neondot, |
| 246 | 8 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 247 | benchmark::utils::CheckNEONDOT); |
| 248 | } |
| 249 | |
| 250 | static void qs8_gemm_minmax_ukernel_12x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 251 | GEMMEnd2EndBenchmark(state, model, |
| 252 | xnn_qs8_gemm_minmax_ukernel_12x8c4__neondot, |
| 253 | xnn_qs8_igemm_minmax_ukernel_12x8c4__neondot, |
| 254 | xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, |
| 255 | xnn_qs8_igemm_minmax_ukernel_1x8c4__neondot, |
| 256 | 12 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, |
| 257 | benchmark::utils::CheckNEONDOT); |
| 258 | } |
| 259 | |
| 260 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane); |
| 261 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane); |
| 262 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane); |
Frank Barchard | dc909cb | 2021-02-08 13:59:31 -0800 | [diff] [blame] | 263 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane); |
Frank Barchard | 15c0036 | 2021-02-08 23:21:43 -0800 | [diff] [blame^] | 264 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane); |
| 265 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane); |
| 266 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane); |
| 267 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane); |
| 268 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x8c4__neondot); |
| 269 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_1x16c4__neondot); |
| 270 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x8c4__neondot); |
| 271 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_4x16c4__neondot); |
| 272 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_6x8c4__neondot); |
| 273 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_6x16c4__neondot); |
| 274 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_8x8c4__neondot); |
| 275 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_8x16c4__neondot); |
| 276 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_12x8c4__neondot); |
Frank Barchard | dc909cb | 2021-02-08 13:59:31 -0800 | [diff] [blame] | 277 | #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 278 | |
| 279 | #if SCALAR_IGEMM |
| 280 | static void qs8_gemm_minmax_ukernel_8x8c4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) { |
| 281 | GEMMEnd2EndBenchmark(state, model, |
| 282 | xnn_qs8_gemm_minmax_ukernel_8x8c4__scalar, |
| 283 | xnn_qs8_igemm_minmax_ukernel_8x8c4__scalar, |
| 284 | xnn_qs8_gemm_minmax_ukernel_8x8c4__scalar, |
| 285 | xnn_qs8_igemm_minmax_ukernel_8x8c4__scalar, |
| 286 | 8 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */); |
| 287 | |
| 288 | BENCHMARK_QS8_END2END(qs8_gemm_minmax_ukernel_8x8c4__scalar); |
| 289 | #endif // SCALAR_IGEMM |
| 290 | |
| 291 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 292 | BENCHMARK_MAIN(); |
| 293 | #endif |