XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2019 Google LLC |
| 5 | // |
| 6 | // This source code is licensed under the BSD-style license found in the |
| 7 | // LICENSE file in the root directory of this source tree. |
| 8 | |
| 9 | #include <algorithm> |
| 10 | #include <cfloat> |
| 11 | #include <cmath> |
| 12 | #include <functional> |
Marat Dukhan | 5ce30d9 | 2020-04-14 03:31:26 -0700 | [diff] [blame] | 13 | #include <limits> |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 14 | #include <random> |
| 15 | #include <vector> |
| 16 | |
| 17 | #include <xnnpack.h> |
| 18 | |
| 19 | #include <benchmark/benchmark.h> |
Frank Barchard | 0c84973 | 2020-06-12 13:31:32 -0700 | [diff] [blame] | 20 | #include <fp16.h> |
Frank Barchard | bb4c18b | 2019-09-30 11:05:52 -0700 | [diff] [blame] | 21 | #include "bench/utils.h" |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 22 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 23 | #ifndef XNN_NO_QU8_OPERATORS |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 24 | static void global_average_pooling_qu8(benchmark::State& state) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 25 | const size_t batch_size = state.range(0); |
| 26 | const size_t input_height = state.range(1); |
| 27 | const size_t input_width = state.range(2); |
| 28 | const size_t channels = state.range(3); |
| 29 | |
| 30 | std::random_device random_device; |
| 31 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | 44f0ca7 | 2020-08-02 21:46:58 -0700 | [diff] [blame] | 32 | auto u8rng = std::bind(std::uniform_int_distribution<uint32_t>(0, std::numeric_limits<uint8_t>::max()), std::ref(rng)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 33 | |
| 34 | std::vector<uint8_t> input(batch_size * input_height * input_width * channels); |
| 35 | std::generate(input.begin(), input.end(), std::ref(u8rng)); |
| 36 | std::vector<uint8_t> output(batch_size * channels); |
| 37 | |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 38 | xnn_status status = xnn_initialize(nullptr /* allocator */); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 39 | if (status != xnn_status_success) { |
| 40 | state.SkipWithError("failed to initialize XNNPACK"); |
| 41 | } |
| 42 | |
| 43 | xnn_operator_t global_pooling_op = nullptr; |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 44 | status = xnn_create_global_average_pooling_nwc_qu8( |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 45 | channels, channels /* input stride */, channels /* output stride */, |
| 46 | 127 /* input zero point */, 0.75f /* input scale */, |
| 47 | 127 /* output zero point */, 1.25f /* output scale */, |
| 48 | 0, 255, |
| 49 | 0 /* flags */, &global_pooling_op); |
| 50 | if (status != xnn_status_success) { |
| 51 | state.SkipWithError("failed to create Global Average Pooling operator"); |
| 52 | } |
| 53 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 54 | status = xnn_setup_global_average_pooling_nwc_qu8( |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 55 | global_pooling_op, |
| 56 | batch_size, input_height * input_width, |
| 57 | input.data(), output.data(), |
| 58 | nullptr /* thread pool */); |
| 59 | if (status != xnn_status_success) { |
| 60 | state.SkipWithError("failed to setup Global Average Pooling operator"); |
| 61 | } |
| 62 | |
| 63 | for (auto _ : state) { |
| 64 | xnn_run_operator(global_pooling_op, nullptr /* thread pool */); |
| 65 | } |
| 66 | |
| 67 | status = xnn_delete_operator(global_pooling_op); |
| 68 | if (status != xnn_status_success) { |
| 69 | state.SkipWithError("failed to delete Global Average Pooling operator"); |
| 70 | } |
| 71 | global_pooling_op = nullptr; |
| 72 | |
Frank Barchard | bb4c18b | 2019-09-30 11:05:52 -0700 | [diff] [blame] | 73 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 74 | state.counters["bytes"] = benchmark::Counter( |
| 75 | uint64_t(state.iterations()) * |
| 76 | batch_size * (input_height * input_width + 1) * channels * sizeof(uint8_t), |
| 77 | benchmark::Counter::kIsRate); |
| 78 | } |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 79 | #endif // XNN_NO_QU8_OPERATORS |
Frank Barchard | 0ccccf1 | 2020-06-22 15:21:45 -0700 | [diff] [blame] | 80 | |
Marat Dukhan | 9e0b539 | 2020-08-07 02:29:34 -0700 | [diff] [blame] | 81 | #ifndef XNN_NO_QS8_OPERATORS |
| 82 | static void global_average_pooling_qs8(benchmark::State& state) { |
| 83 | const size_t batch_size = state.range(0); |
| 84 | const size_t input_height = state.range(1); |
| 85 | const size_t input_width = state.range(2); |
| 86 | const size_t channels = state.range(3); |
Frank Barchard | 0ccccf1 | 2020-06-22 15:21:45 -0700 | [diff] [blame] | 87 | |
Marat Dukhan | 9e0b539 | 2020-08-07 02:29:34 -0700 | [diff] [blame] | 88 | std::random_device random_device; |
| 89 | auto rng = std::mt19937(random_device()); |
| 90 | auto i8rng = std::bind( |
| 91 | std::uniform_int_distribution<uint32_t>(std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()), std::ref(rng)); |
| 92 | |
| 93 | std::vector<int8_t> input(batch_size * input_height * input_width * channels); |
| 94 | std::generate(input.begin(), input.end(), std::ref(i8rng)); |
| 95 | std::vector<int8_t> output(batch_size * channels); |
| 96 | |
| 97 | xnn_status status = xnn_initialize(nullptr /* allocator */); |
| 98 | if (status != xnn_status_success) { |
| 99 | state.SkipWithError("failed to initialize XNNPACK"); |
| 100 | } |
| 101 | |
| 102 | xnn_operator_t global_pooling_op = nullptr; |
| 103 | status = xnn_create_global_average_pooling_nwc_qs8( |
| 104 | channels, channels /* input stride */, channels /* output stride */, |
| 105 | -1 /* input zero point */, 0.75f /* input scale */, |
| 106 | -1 /* output zero point */, 1.25f /* output scale */, |
| 107 | -128, 127, |
| 108 | 0 /* flags */, &global_pooling_op); |
| 109 | if (status != xnn_status_success) { |
| 110 | state.SkipWithError("failed to create Global Average Pooling operator"); |
| 111 | } |
| 112 | |
| 113 | status = xnn_setup_global_average_pooling_nwc_qs8( |
| 114 | global_pooling_op, |
| 115 | batch_size, input_height * input_width, |
| 116 | input.data(), output.data(), |
| 117 | nullptr /* thread pool */); |
| 118 | if (status != xnn_status_success) { |
| 119 | state.SkipWithError("failed to setup Global Average Pooling operator"); |
| 120 | } |
| 121 | |
| 122 | for (auto _ : state) { |
| 123 | xnn_run_operator(global_pooling_op, nullptr /* thread pool */); |
| 124 | } |
| 125 | |
| 126 | status = xnn_delete_operator(global_pooling_op); |
| 127 | if (status != xnn_status_success) { |
| 128 | state.SkipWithError("failed to delete Global Average Pooling operator"); |
| 129 | } |
| 130 | global_pooling_op = nullptr; |
| 131 | |
| 132 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
| 133 | state.counters["bytes"] = benchmark::Counter( |
| 134 | uint64_t(state.iterations()) * |
| 135 | batch_size * (input_height * input_width + 1) * channels * sizeof(int8_t), |
| 136 | benchmark::Counter::kIsRate); |
| 137 | } |
| 138 | #endif // XNN_NO_QS8_OPERATORS |
| 139 | |
| 140 | #ifndef XNN_NO_F16_OPERATORS |
Frank Barchard | 0c84973 | 2020-06-12 13:31:32 -0700 | [diff] [blame] | 141 | static void global_average_pooling_f16(benchmark::State& state) { |
| 142 | if (!benchmark::utils::CheckNEONFP16ARITH(state)) { |
| 143 | return; |
| 144 | } |
| 145 | const size_t batch_size = state.range(0); |
| 146 | const size_t input_height = state.range(1); |
| 147 | const size_t input_width = state.range(2); |
| 148 | const size_t channels = state.range(3); |
| 149 | |
| 150 | std::random_device random_device; |
| 151 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | 44f0ca7 | 2020-08-02 21:46:58 -0700 | [diff] [blame] | 152 | auto f32rng = std::bind(std::uniform_real_distribution<float>(0.1f, 1.0f), std::ref(rng)); |
Frank Barchard | 0c84973 | 2020-06-12 13:31:32 -0700 | [diff] [blame] | 153 | auto f16rng = std::bind(fp16_ieee_from_fp32_value, f32rng); |
| 154 | |
| 155 | std::vector<uint16_t> input(batch_size * input_height * input_width * channels); |
| 156 | std::generate(input.begin(), input.end(), std::ref(f16rng)); |
| 157 | std::vector<uint16_t> output(batch_size * channels); |
| 158 | |
| 159 | xnn_status status = xnn_initialize(nullptr /* allocator */); |
| 160 | if (status != xnn_status_success) { |
| 161 | state.SkipWithError("failed to initialize XNNPACK"); |
| 162 | } |
| 163 | |
| 164 | xnn_operator_t global_pooling_op = nullptr; |
| 165 | status = xnn_create_global_average_pooling_nwc_f16( |
| 166 | channels, channels /* input stride */, channels /* output stride */, |
| 167 | -std::numeric_limits<float>::infinity(), +std::numeric_limits<float>::infinity(), |
| 168 | 0 /* flags */, &global_pooling_op); |
| 169 | if (status != xnn_status_success) { |
| 170 | state.SkipWithError("failed to create Global Average Pooling operator"); |
| 171 | } |
| 172 | |
| 173 | status = xnn_setup_global_average_pooling_nwc_f16( |
| 174 | global_pooling_op, |
| 175 | batch_size, input_height * input_width, |
| 176 | input.data(), output.data(), |
| 177 | nullptr /* thread pool */); |
| 178 | if (status != xnn_status_success) { |
| 179 | state.SkipWithError("failed to setup Global Average Pooling operator"); |
| 180 | } |
| 181 | |
| 182 | for (auto _ : state) { |
| 183 | xnn_run_operator(global_pooling_op, nullptr /* thread pool */); |
| 184 | } |
| 185 | |
| 186 | status = xnn_delete_operator(global_pooling_op); |
| 187 | if (status != xnn_status_success) { |
| 188 | state.SkipWithError("failed to delete Global Average Pooling operator"); |
| 189 | } |
| 190 | global_pooling_op = nullptr; |
| 191 | |
| 192 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
| 193 | state.counters["bytes"] = benchmark::Counter( |
| 194 | uint64_t(state.iterations()) * |
| 195 | batch_size * (input_height * input_width + 1) * channels * sizeof(uint16_t), |
| 196 | benchmark::Counter::kIsRate); |
| 197 | } |
Frank Barchard | 0ccccf1 | 2020-06-22 15:21:45 -0700 | [diff] [blame] | 198 | #endif // XNN_NO_F16_OPERATORS |
| 199 | |
Frank Barchard | 0325244 | 2020-06-12 10:47:30 -0700 | [diff] [blame] | 200 | static void global_average_pooling_f32(benchmark::State& state) { |
| 201 | const size_t batch_size = state.range(0); |
| 202 | const size_t input_height = state.range(1); |
| 203 | const size_t input_width = state.range(2); |
| 204 | const size_t channels = state.range(3); |
| 205 | |
| 206 | std::random_device random_device; |
| 207 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | 44f0ca7 | 2020-08-02 21:46:58 -0700 | [diff] [blame] | 208 | auto f32rng = std::bind(std::uniform_real_distribution<float>(), std::ref(rng)); |
Frank Barchard | 0325244 | 2020-06-12 10:47:30 -0700 | [diff] [blame] | 209 | |
| 210 | std::vector<float> input(batch_size * input_height * input_width * channels); |
| 211 | std::generate(input.begin(), input.end(), std::ref(f32rng)); |
| 212 | std::vector<float> output(batch_size * channels); |
| 213 | |
| 214 | xnn_status status = xnn_initialize(nullptr /* allocator */); |
| 215 | if (status != xnn_status_success) { |
| 216 | state.SkipWithError("failed to initialize XNNPACK"); |
| 217 | } |
| 218 | |
| 219 | xnn_operator_t global_pooling_op = nullptr; |
| 220 | status = xnn_create_global_average_pooling_nwc_f32( |
| 221 | channels, channels /* input stride */, channels /* output stride */, |
| 222 | -std::numeric_limits<float>::infinity(), +std::numeric_limits<float>::infinity(), |
| 223 | 0 /* flags */, &global_pooling_op); |
| 224 | if (status != xnn_status_success) { |
| 225 | state.SkipWithError("failed to create Global Average Pooling operator"); |
| 226 | } |
| 227 | |
| 228 | status = xnn_setup_global_average_pooling_nwc_f32( |
| 229 | global_pooling_op, |
| 230 | batch_size, input_height * input_width, |
| 231 | input.data(), output.data(), |
| 232 | nullptr /* thread pool */); |
| 233 | if (status != xnn_status_success) { |
| 234 | state.SkipWithError("failed to setup Global Average Pooling operator"); |
| 235 | } |
| 236 | |
| 237 | for (auto _ : state) { |
| 238 | xnn_run_operator(global_pooling_op, nullptr /* thread pool */); |
| 239 | } |
| 240 | |
| 241 | status = xnn_delete_operator(global_pooling_op); |
| 242 | if (status != xnn_status_success) { |
| 243 | state.SkipWithError("failed to delete Global Average Pooling operator"); |
| 244 | } |
| 245 | global_pooling_op = nullptr; |
| 246 | |
| 247 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
| 248 | state.counters["bytes"] = benchmark::Counter( |
| 249 | uint64_t(state.iterations()) * |
| 250 | batch_size * (input_height * input_width + 1) * channels * sizeof(float), |
| 251 | benchmark::Counter::kIsRate); |
| 252 | } |
| 253 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 254 | static void ImageNetArguments(benchmark::internal::Benchmark* b) { |
| 255 | b->ArgNames({"N", "H", "W", "C"}); |
| 256 | |
| 257 | /* N IH IW C */ |
| 258 | b->Args({1, 7, 7, 1000}); |
| 259 | b->Args({1, 13, 13, 1000}); |
| 260 | } |
| 261 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 262 | #ifndef XNN_NO_QU8_OPERATORS |
| 263 | BENCHMARK(global_average_pooling_qu8)->Apply(ImageNetArguments)->UseRealTime(); |
| 264 | #endif // XNN_NO_QU8_OPERATORS |
Marat Dukhan | 9e0b539 | 2020-08-07 02:29:34 -0700 | [diff] [blame] | 265 | #ifndef XNN_NO_QS8_OPERATORS |
| 266 | BENCHMARK(global_average_pooling_qs8)->Apply(ImageNetArguments)->UseRealTime(); |
| 267 | #endif // XNN_NO_QS8_OPERATORS |
Frank Barchard | 0ccccf1 | 2020-06-22 15:21:45 -0700 | [diff] [blame] | 268 | #ifndef XNN_NO_F16_OPERATORS |
Frank Barchard | 0c84973 | 2020-06-12 13:31:32 -0700 | [diff] [blame] | 269 | BENCHMARK(global_average_pooling_f16)->Apply(ImageNetArguments)->UseRealTime(); |
Frank Barchard | 0ccccf1 | 2020-06-22 15:21:45 -0700 | [diff] [blame] | 270 | #endif // XNN_NO_F16_OPERATORS |
Frank Barchard | 0325244 | 2020-06-12 10:47:30 -0700 | [diff] [blame] | 271 | BENCHMARK(global_average_pooling_f32)->Apply(ImageNetArguments)->UseRealTime(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 272 | |
| 273 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 274 | BENCHMARK_MAIN(); |
| 275 | #endif |