Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2020 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> |
| 13 | #include <random> |
| 14 | #include <vector> |
| 15 | |
| 16 | #include <cpuinfo.h> |
| 17 | |
| 18 | #include <benchmark/benchmark.h> |
| 19 | #include "bench/utils.h" |
| 20 | #include <xnnpack/AlignedAllocator.h> |
| 21 | #include <xnnpack/common.h> |
| 22 | #include <xnnpack/requantization-stubs.h> |
| 23 | |
| 24 | |
| 25 | class Requantization : public benchmark::Fixture { |
| 26 | public: |
| 27 | inline Requantization() |
| 28 | { |
| 29 | cpuinfo_initialize(); |
| 30 | const size_t l1d_size = cpuinfo_get_l1d_cache(0)->size; |
| 31 | const size_t l1d_reserve = 1024; |
| 32 | n_ = (l1d_size - l1d_reserve) / (sizeof(int32_t) + sizeof(int8_t)); |
| 33 | n_ = n_ / 16 * 16; |
| 34 | } |
| 35 | |
Frank Barchard | bd3c9aa | 2021-07-15 16:02:59 -0700 | [diff] [blame] | 36 | virtual void SetUp(benchmark::State& state) override |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 37 | { |
| 38 | std::random_device random_device; |
| 39 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 40 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(), std::ref(rng)); |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 41 | |
| 42 | input_.resize(n()); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 43 | std::generate(input_.begin(), input_.end(), std::ref(i32rng)); |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 44 | output_.resize(n()); |
| 45 | std::fill(output_.begin(), output_.end(), 0xA5); |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 46 | |
Frank Barchard | bd3c9aa | 2021-07-15 16:02:59 -0700 | [diff] [blame] | 47 | const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| 48 | if (cpu_frequency != 0) { |
| 49 | state.counters["cpufreq"] = cpu_frequency; |
| 50 | } |
| 51 | } |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 52 | virtual void TearDown(benchmark::State& state) override |
| 53 | { |
| 54 | state.SetItemsProcessed(uint64_t(state.iterations()) * n()); |
| 55 | state.SetBytesProcessed(uint64_t(state.iterations()) * n() * (sizeof(int32_t) + sizeof(int8_t))); |
| 56 | input_.clear(); |
| 57 | output_.clear(); |
| 58 | } |
| 59 | |
| 60 | inline const int32_t* input() const |
| 61 | { |
| 62 | return input_.data(); |
| 63 | } |
| 64 | |
| 65 | inline int8_t* output() |
| 66 | { |
| 67 | return output_.data(); |
| 68 | } |
| 69 | |
| 70 | inline size_t n() const |
| 71 | { |
| 72 | return n_; |
| 73 | } |
| 74 | |
| 75 | protected: |
Marat Dukhan | e13e639 | 2021-07-26 22:22:35 -0700 | [diff] [blame] | 76 | std::vector<int32_t, AlignedAllocator<int32_t, 64>> input_; |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 77 | std::vector<int8_t> output_; |
| 78 | size_t n_; |
| 79 | }; |
| 80 | |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 81 | |
| 82 | #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 83 | BENCHMARK_F(Requantization, fp32__neon)(benchmark::State& state) { |
| 84 | for (auto _ : state) { |
| 85 | xnn_qs8_requantize_fp32__neon( |
| 86 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 87 | } |
| 88 | } |
| 89 | |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 90 | BENCHMARK_F(Requantization, gemmlowp__neon)(benchmark::State& state) { |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 91 | for (auto _ : state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 92 | xnn_qs8_requantize_gemmlowp__neon( |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 93 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 94 | } |
| 95 | } |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 96 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 97 | BENCHMARK_F(Requantization, rndna__neon)(benchmark::State& state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 98 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 99 | xnn_qs8_requantize_rndna__neon( |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 100 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 101 | } |
| 102 | } |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 103 | |
Marat Dukhan | d3d818c | 2021-07-16 17:56:54 -0700 | [diff] [blame] | 104 | BENCHMARK_F(Requantization, rndnu__neon_mull)(benchmark::State& state) { |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 105 | for (auto _ : state) { |
Marat Dukhan | d3d818c | 2021-07-16 17:56:54 -0700 | [diff] [blame] | 106 | xnn_qs8_requantize_rndnu__neon_mull( |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 107 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 108 | } |
| 109 | } |
Marat Dukhan | 7b1aeb9 | 2021-07-16 15:13:51 -0700 | [diff] [blame] | 110 | |
Marat Dukhan | d3d818c | 2021-07-16 17:56:54 -0700 | [diff] [blame] | 111 | BENCHMARK_F(Requantization, rndnu__neon_qdmulh)(benchmark::State& state) { |
Marat Dukhan | 7b1aeb9 | 2021-07-16 15:13:51 -0700 | [diff] [blame] | 112 | for (auto _ : state) { |
Marat Dukhan | d3d818c | 2021-07-16 17:56:54 -0700 | [diff] [blame] | 113 | xnn_qs8_requantize_rndnu__neon_qdmulh( |
Marat Dukhan | 7b1aeb9 | 2021-07-16 15:13:51 -0700 | [diff] [blame] | 114 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 115 | } |
| 116 | } |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 117 | #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 118 | |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 119 | |
| 120 | #if XNN_ARCH_X86 || XNN_ARCH_X86_64 |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 121 | BENCHMARK_F(Requantization, fp32__sse2)(benchmark::State& state) { |
| 122 | for (auto _ : state) { |
| 123 | xnn_qs8_requantize_fp32__sse2( |
| 124 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 125 | } |
| 126 | } |
| 127 | |
| 128 | BENCHMARK_F(Requantization, fp32__sse4)(benchmark::State& state) { |
| 129 | for (auto _ : state) { |
| 130 | xnn_qs8_requantize_fp32__sse4( |
| 131 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 132 | } |
| 133 | } |
| 134 | |
| 135 | BENCHMARK_F(Requantization, gemmlowp__sse2)(benchmark::State& state) { |
| 136 | for (auto _ : state) { |
| 137 | xnn_qs8_requantize_gemmlowp__sse2( |
| 138 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 139 | } |
| 140 | } |
| 141 | |
| 142 | BENCHMARK_F(Requantization, gemmlowp__ssse3)(benchmark::State& state) { |
| 143 | for (auto _ : state) { |
| 144 | xnn_qs8_requantize_gemmlowp__ssse3( |
| 145 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 146 | } |
| 147 | } |
| 148 | |
| 149 | BENCHMARK_F(Requantization, gemmlowp__sse4)(benchmark::State& state) { |
| 150 | for (auto _ : state) { |
| 151 | xnn_qs8_requantize_gemmlowp__sse4( |
| 152 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 153 | } |
| 154 | } |
| 155 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 156 | BENCHMARK_F(Requantization, rndna__sse2)(benchmark::State& state) { |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 157 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 158 | xnn_qs8_requantize_rndna__sse2( |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 159 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 160 | } |
| 161 | } |
| 162 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 163 | BENCHMARK_F(Requantization, rndna__ssse3)(benchmark::State& state) { |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 164 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 165 | xnn_qs8_requantize_rndna__ssse3( |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 166 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 167 | } |
| 168 | } |
| 169 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 170 | BENCHMARK_F(Requantization, rndna__sse4)(benchmark::State& state) { |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 171 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 172 | xnn_qs8_requantize_rndna__sse4( |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 173 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 174 | } |
| 175 | } |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 176 | |
Marat Dukhan | 0d979d5 | 2021-06-09 13:21:18 -0700 | [diff] [blame] | 177 | BENCHMARK_F(Requantization, rndnu__sse4_sra)(benchmark::State& state) { |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 178 | for (auto _ : state) { |
Marat Dukhan | 0d979d5 | 2021-06-09 13:21:18 -0700 | [diff] [blame] | 179 | xnn_qs8_requantize_rndnu__sse4_sra( |
| 180 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 181 | } |
| 182 | } |
| 183 | |
| 184 | BENCHMARK_F(Requantization, rndnu__sse4_srl)(benchmark::State& state) { |
| 185 | for (auto _ : state) { |
| 186 | xnn_qs8_requantize_rndnu__sse4_srl( |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 187 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 188 | } |
| 189 | } |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 190 | #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 191 | |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 192 | |
Marat Dukhan | 4c61779 | 2021-12-21 15:47:58 -0800 | [diff] [blame] | 193 | #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 194 | BENCHMARK_F(Requantization, fp32__wasmsimd)(benchmark::State& state) { |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 195 | for (auto _ : state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 196 | xnn_qs8_requantize_fp32__wasmsimd( |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 197 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 198 | } |
| 199 | } |
| 200 | |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 201 | BENCHMARK_F(Requantization, gemmlowp__wasmsimd)(benchmark::State& state) { |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 202 | for (auto _ : state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 203 | xnn_qs8_requantize_gemmlowp__wasmsimd( |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 204 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 205 | } |
| 206 | } |
Marat Dukhan | 4c61779 | 2021-12-21 15:47:58 -0800 | [diff] [blame] | 207 | #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 208 | |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 209 | |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 210 | BENCHMARK_F(Requantization, fp32__scalar_lrintf)(benchmark::State& state) { |
| 211 | for (auto _ : state) { |
| 212 | xnn_qs8_requantize_fp32__scalar_lrintf( |
| 213 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 214 | } |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 215 | } |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 216 | |
Marat Dukhan | 2ac722e | 2022-01-04 01:54:20 -0800 | [diff] [blame] | 217 | BENCHMARK_F(Requantization, fp32__scalar_fmagic)(benchmark::State& state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 218 | for (auto _ : state) { |
Marat Dukhan | 2ac722e | 2022-01-04 01:54:20 -0800 | [diff] [blame] | 219 | xnn_qs8_requantize_fp32__scalar_fmagic( |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 220 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 221 | } |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 222 | } |
| 223 | |
| 224 | BENCHMARK_F(Requantization, gemmlowp__scalar)(benchmark::State& state) { |
| 225 | for (auto _ : state) { |
| 226 | xnn_qs8_requantize_gemmlowp__scalar( |
| 227 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 228 | } |
| 229 | } |
| 230 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 231 | BENCHMARK_F(Requantization, rndna__scalar_signed64)(benchmark::State& state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 232 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 233 | xnn_qs8_requantize_rndna__scalar_signed64( |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 234 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 235 | } |
| 236 | } |
| 237 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 238 | BENCHMARK_F(Requantization, rndna__scalar_unsigned32)(benchmark::State& state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 239 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 240 | xnn_qs8_requantize_rndna__scalar_unsigned32( |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 241 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 242 | } |
| 243 | } |
| 244 | |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 245 | BENCHMARK_F(Requantization, rndna__scalar_unsigned64)(benchmark::State& state) { |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 246 | for (auto _ : state) { |
Marat Dukhan | 0671624 | 2021-05-26 15:56:39 -0700 | [diff] [blame] | 247 | xnn_qs8_requantize_rndna__scalar_unsigned64( |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 248 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 249 | } |
| 250 | } |
| 251 | |
Marat Dukhan | 062bee3 | 2021-05-27 20:31:07 -0700 | [diff] [blame] | 252 | BENCHMARK_F(Requantization, rndnu__scalar)(benchmark::State& state) { |
| 253 | for (auto _ : state) { |
| 254 | xnn_qs8_requantize_rndnu__scalar( |
| 255 | n(), input(), 0x1.0p-12f /* scale */, -1 /* zero point */, -127 /* qmin */, 126 /* qmax */, output()); |
| 256 | } |
| 257 | } |
| 258 | |
Marat Dukhan | 56bdd4a | 2020-08-03 19:47:04 -0700 | [diff] [blame] | 259 | |
| 260 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 261 | BENCHMARK_MAIN(); |
| 262 | #endif |