Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 1 | // Copyright 2020 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 <cfloat> |
| 8 | #include <chrono> |
| 9 | #include <cmath> |
| 10 | #include <functional> |
| 11 | #include <limits> |
| 12 | #include <mutex> |
| 13 | #include <random> |
| 14 | #include <vector> |
| 15 | |
| 16 | #include <cpuinfo.h> |
| 17 | |
| 18 | #include <benchmark/benchmark.h> |
| 19 | #include "bench/gemm.h" |
| 20 | #include "bench/utils.h" |
| 21 | #include <xnnpack/AlignedAllocator.h> |
| 22 | #include <xnnpack/common.h> |
| 23 | #include <xnnpack/gemm.h> |
| 24 | #include <xnnpack/pack.h> |
| 25 | #include <xnnpack/params-init.h> |
| 26 | #include <xnnpack/params.h> |
| 27 | |
| 28 | |
| 29 | static void GEMMBenchmark(benchmark::State& state, |
| 30 | xnn_qs8_gemm_ukernel_function gemm, |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 31 | size_t mr, size_t nr, size_t kr, size_t sr, |
| 32 | benchmark::utils::IsaCheckFunction isa_check = nullptr) |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 33 | { |
| 34 | if (!cpuinfo_initialize()) { |
| 35 | state.SkipWithError("cpuinfo initialization failed"); |
| 36 | return; |
| 37 | } |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 38 | if (isa_check && !isa_check(state)) { |
| 39 | return; |
| 40 | } |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 41 | |
| 42 | const size_t mc = state.range(0); |
| 43 | const size_t nc = state.range(1); |
| 44 | const size_t kc = state.range(2); |
| 45 | |
| 46 | const size_t nc_stride = benchmark::utils::RoundUp(nc, nr); |
| 47 | const size_t kc_stride = benchmark::utils::RoundUp(kc, kr); |
| 48 | |
| 49 | std::random_device random_device; |
| 50 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 51 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng)); |
| 52 | auto i8rng = std::bind( |
Marat Dukhan | 44f0ca7 | 2020-08-02 21:46:58 -0700 | [diff] [blame] | 53 | std::uniform_int_distribution<uint32_t>(std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()), std::ref(rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 54 | |
| 55 | std::vector<int8_t> a(mc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 56 | std::generate(a.begin(), a.end(), std::ref(i8rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 57 | std::vector<int8_t> k(nc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 58 | std::generate(k.begin(), k.end(), std::ref(i8rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 59 | std::vector<int32_t> b(nc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 60 | std::generate(b.begin(), b.end(), std::ref(i32rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 61 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 62 | const size_t w_size = kc_stride * nc_stride * sizeof(int8_t) + nc_stride * sizeof(int32_t); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 63 | const size_t c_elements = mc * nc; |
| 64 | const size_t num_buffers = 1 + |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 65 | benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), w_size + c_elements * sizeof(int8_t)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 66 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 67 | std::vector<char, AlignedAllocator<char, 32>> w(w_size * num_buffers); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 68 | std::fill(w.begin(), w.end(), 0); |
| 69 | const xnn_qs8_packing_params packing_params = { 127 }; |
| 70 | xnn_pack_qs8_gemm_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), &packing_params); |
| 71 | std::vector<int8_t> c(c_elements * num_buffers); |
| 72 | std::fill(c.begin(), c.end(), 0xA5); |
| 73 | |
| 74 | union xnn_qs8_gemm_params quantization_params = xnn_init_qs8_gemm_params(0.75f, 127, -127, 126); |
| 75 | |
| 76 | size_t buffer_index = 0; |
| 77 | for (auto _ : state) { |
| 78 | // Use circular buffers (exceeding cache size) and prefetch to control cache state: |
| 79 | // - A is always in L1 cache (if fits, otherwise L2, L3, etc) |
| 80 | // - W is not in cache (for any cache level) |
| 81 | // - C is not in cache (for any cache level) |
| 82 | state.PauseTiming(); |
| 83 | benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| 84 | buffer_index = (buffer_index + 1) % num_buffers; |
| 85 | state.ResumeTiming(); |
| 86 | |
| 87 | for (uint32_t m = 0; m < mc; m += mr) { |
| 88 | const uint32_t mb = min(mc - m, mr); |
| 89 | for (uint32_t n = 0; n < nc; n += nr) { |
| 90 | const uint32_t nb = min(nc - n, nr); |
| 91 | gemm( |
| 92 | mb, nb, kc * sizeof(int8_t), |
| 93 | a.data() + m * kc, kc * sizeof(int8_t), |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 94 | w.data() + w_size * buffer_index + n * (kc_stride * sizeof(int8_t) + sizeof(int32_t)), |
| 95 | c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t), |
| 96 | &quantization_params); |
| 97 | } |
| 98 | } |
| 99 | } |
| 100 | |
| 101 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
| 102 | state.counters["OPS"] = benchmark::Counter( |
| 103 | uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| 104 | } |
| 105 | |
| 106 | static void GEMMBenchmark(benchmark::State& state, |
| 107 | xnn_qs8_gemm_xw_ukernel_function gemm, |
| 108 | size_t mr, size_t nr, size_t kr, size_t sr, |
| 109 | benchmark::utils::IsaCheckFunction isa_check = nullptr) |
| 110 | { |
| 111 | if (!cpuinfo_initialize()) { |
| 112 | state.SkipWithError("cpuinfo initialization failed"); |
| 113 | return; |
| 114 | } |
| 115 | if (isa_check && !isa_check(state)) { |
| 116 | return; |
| 117 | } |
| 118 | |
| 119 | const size_t mc = state.range(0); |
| 120 | const size_t nc = state.range(1); |
| 121 | const size_t kc = state.range(2); |
| 122 | |
| 123 | const size_t nc_stride = benchmark::utils::RoundUp(nc, nr); |
| 124 | const size_t kc_stride = benchmark::utils::RoundUp(kc, kr); |
| 125 | |
| 126 | std::random_device random_device; |
| 127 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 128 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), rng); |
| 129 | auto i8rng = std::bind( |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 130 | std::uniform_int_distribution<uint32_t>(std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()), rng); |
| 131 | |
| 132 | std::vector<int8_t> a(mc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 133 | std::generate(a.begin(), a.end(), std::ref(i8rng)); |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 134 | std::vector<int8_t> k(nc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 135 | std::generate(k.begin(), k.end(), std::ref(i8rng)); |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 136 | std::vector<int32_t> b(nc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 137 | std::generate(b.begin(), b.end(), std::ref(i32rng)); |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 138 | |
| 139 | const size_t w_size = kc_stride * nc_stride * sizeof(int16_t) + nc_stride * sizeof(int32_t); |
| 140 | const size_t c_elements = mc * nc; |
| 141 | const size_t num_buffers = 1 + |
| 142 | benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), w_size + c_elements * sizeof(int8_t)); |
| 143 | |
| 144 | std::vector<char, AlignedAllocator<char, 32>> w(w_size * num_buffers); |
| 145 | std::fill(w.begin(), w.end(), 0); |
| 146 | const xnn_qs8_packing_params packing_params = { 127 }; |
| 147 | xnn_pack_qs8_gemm_xw_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), &packing_params); |
| 148 | std::vector<int8_t> c(c_elements * num_buffers); |
| 149 | std::fill(c.begin(), c.end(), 0xA5); |
| 150 | |
| 151 | union xnn_qs8_gemm_xw_params quantization_params = xnn_init_qs8_gemm_xw_params(0.75f, 127, -127, 126); |
| 152 | |
| 153 | size_t buffer_index = 0; |
| 154 | for (auto _ : state) { |
| 155 | // Use circular buffers (exceeding cache size) and prefetch to control cache state: |
| 156 | // - A is always in L1 cache (if fits, otherwise L2, L3, etc) |
| 157 | // - W is not in cache (for any cache level) |
| 158 | // - C is not in cache (for any cache level) |
| 159 | state.PauseTiming(); |
| 160 | benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| 161 | buffer_index = (buffer_index + 1) % num_buffers; |
| 162 | state.ResumeTiming(); |
| 163 | |
| 164 | for (uint32_t m = 0; m < mc; m += mr) { |
| 165 | const uint32_t mb = min(mc - m, mr); |
| 166 | for (uint32_t n = 0; n < nc; n += nr) { |
| 167 | const uint32_t nb = min(nc - n, nr); |
| 168 | gemm( |
| 169 | mb, nb, kc * sizeof(int8_t), |
| 170 | a.data() + m * kc, kc * sizeof(int8_t), |
| 171 | w.data() + w_size * buffer_index + n * (kc_stride * sizeof(int16_t) + sizeof(int32_t)), |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 172 | c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t), |
| 173 | &quantization_params); |
| 174 | } |
| 175 | } |
| 176 | } |
| 177 | |
| 178 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
| 179 | state.counters["OPS"] = benchmark::Counter( |
| 180 | uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| 181 | } |
| 182 | |
| 183 | |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 184 | #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 185 | static void qs8_gemm_4x8__neon_mlal_lane(benchmark::State& state, const char* net) { |
| 186 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane, 4, 8, 1, 1, benchmark::utils::CheckNEON); |
| 187 | } |
| 188 | static void qs8_gemm_2x16__neon_mlal_lane(benchmark::State& state, const char* net) { |
| 189 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane, 2, 16, 1, 1, benchmark::utils::CheckNEON); |
| 190 | } |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 191 | static void qs8_gemm_1x8c4__neondot(benchmark::State& state, const char* net) { |
| 192 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, 1, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 193 | } |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 194 | static void qs8_gemm_4x8c4__neondot(benchmark::State& state, const char* net) { |
| 195 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c4__neondot, 4, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 196 | } |
| 197 | static void qs8_gemm_6x8c4__neondot(benchmark::State& state, const char* net) { |
| 198 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_6x8c4__neondot, 6, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 199 | } |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 200 | static void qs8_gemm_8x8c4__neondot(benchmark::State& state, const char* net) { |
| 201 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_8x8c4__neondot, 8, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 202 | } |
| 203 | static void qs8_gemm_12x8c4__neondot(benchmark::State& state, const char* net) { |
| 204 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_12x8c4__neondot, 12, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 205 | } |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 206 | static void qs8_gemm_1x16c4__neondot(benchmark::State& state, const char* net) { |
| 207 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, 1, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 208 | } |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 209 | static void qs8_gemm_4x16c4__neondot(benchmark::State& state, const char* net) { |
| 210 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 211 | } |
Frank Barchard | 2fa1745 | 2020-09-22 09:51:46 -0700 | [diff] [blame] | 212 | static void qs8_gemm_6x16c4__neondot(benchmark::State& state, const char* net) { |
| 213 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_6x16c4__neondot, 6, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 214 | } |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 215 | static void qs8_gemm_8x16c4__neondot(benchmark::State& state, const char* net) { |
| 216 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_8x16c4__neondot, 8, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 217 | } |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 218 | |
| 219 | BENCHMARK_GEMM(qs8_gemm_4x8__neon_mlal_lane) |
| 220 | BENCHMARK_GEMM(qs8_gemm_2x16__neon_mlal_lane) |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 221 | BENCHMARK_GEMM(qs8_gemm_1x8c4__neondot) |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 222 | BENCHMARK_GEMM(qs8_gemm_4x8c4__neondot) |
| 223 | BENCHMARK_GEMM(qs8_gemm_6x8c4__neondot) |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 224 | BENCHMARK_GEMM(qs8_gemm_8x8c4__neondot) |
| 225 | BENCHMARK_GEMM(qs8_gemm_12x8c4__neondot) |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 226 | BENCHMARK_GEMM(qs8_gemm_1x16c4__neondot) |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 227 | BENCHMARK_GEMM(qs8_gemm_4x16c4__neondot) |
Frank Barchard | 2fa1745 | 2020-09-22 09:51:46 -0700 | [diff] [blame] | 228 | BENCHMARK_GEMM(qs8_gemm_6x16c4__neondot) |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 229 | BENCHMARK_GEMM(qs8_gemm_8x16c4__neondot) |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 230 | #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 231 | |
Frank Barchard | 31bb45b | 2020-10-06 00:26:33 -0700 | [diff] [blame] | 232 | #if XNN_ARCH_ARM64 |
Frank Barchard | 0797eb1 | 2020-10-10 18:23:05 -0700 | [diff] [blame^] | 233 | static void qs8_gemm_1x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) { |
| 234 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64, 1, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 235 | } |
Frank Barchard | 0797eb1 | 2020-10-10 18:23:05 -0700 | [diff] [blame^] | 236 | static void qs8_gemm_4x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) { |
| 237 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
Frank Barchard | 31bb45b | 2020-10-06 00:26:33 -0700 | [diff] [blame] | 238 | } |
| 239 | |
Frank Barchard | 0797eb1 | 2020-10-10 18:23:05 -0700 | [diff] [blame^] | 240 | BENCHMARK_GEMM(qs8_gemm_1x16c4__aarch64_neondot_ld64) |
| 241 | BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_ld64) |
Frank Barchard | 31bb45b | 2020-10-06 00:26:33 -0700 | [diff] [blame] | 242 | #endif // XNN_ARCH_ARM64 |
| 243 | |
| 244 | |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 245 | #if XNN_ARCH_X86 || XNN_ARCH_X86_64 |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 246 | static void qs8_gemm_4x4c2__sse2_ld64(benchmark::State& state, const char* net) { |
| 247 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse2_ld64, 4, 4, 2, 1); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 248 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 249 | static void qs8_gemm_4x4c2__ssse3_ld64(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 250 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__ssse3_ld64, 4, 4, 2, 1, benchmark::utils::CheckSSSE3); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 251 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 252 | static void qs8_gemm_4x4c2__sse41_ld64(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 253 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse41_ld64, 4, 4, 2, 1, benchmark::utils::CheckSSE41); |
| 254 | } |
| 255 | static void qs8_gemm_4x4c2__xop_ld64(benchmark::State& state, const char* net) { |
| 256 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__xop_ld64, 4, 4, 2, 1, benchmark::utils::CheckXOP); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 257 | } |
| 258 | |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 259 | static void qs8_gemm_4x4c2__sse2_ld128(benchmark::State& state, const char* net) { |
| 260 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse2_ld128, 4, 4, 2, 1); |
| 261 | } |
| 262 | static void qs8_gemm_4x4c2__ssse3_ld128(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 263 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__ssse3_ld128, 4, 4, 2, 1, benchmark::utils::CheckSSSE3); |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 264 | } |
| 265 | static void qs8_gemm_4x4c2__sse41_ld128(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 266 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse41_ld128, 4, 4, 2, 1, benchmark::utils::CheckSSE41); |
| 267 | } |
| 268 | static void qs8_gemm_4x4c2__xop_ld128(benchmark::State& state, const char* net) { |
| 269 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__xop_ld128, 4, 4, 2, 1, benchmark::utils::CheckXOP); |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 270 | } |
| 271 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 272 | static void qs8_gemm_xw_4x4c2__sse2(benchmark::State& state, const char* net) { |
| 273 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__sse2, 4, 4, 2, 1); |
| 274 | } |
| 275 | static void qs8_gemm_xw_4x4c2__ssse3(benchmark::State& state, const char* net) { |
| 276 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__ssse3, 4, 4, 2, 1, benchmark::utils::CheckSSSE3); |
| 277 | } |
| 278 | static void qs8_gemm_xw_4x4c2__sse41(benchmark::State& state, const char* net) { |
| 279 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__sse41, 4, 4, 2, 1, benchmark::utils::CheckSSE41); |
| 280 | } |
| 281 | static void qs8_gemm_xw_4x4c2__xop(benchmark::State& state, const char* net) { |
| 282 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__xop, 4, 4, 2, 1, benchmark::utils::CheckXOP); |
| 283 | } |
| 284 | |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 285 | static void qs8_gemm_2x4c8__sse2_ld64(benchmark::State& state, const char* net) { |
| 286 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse2_ld64, 2, 4, 8, 1); |
Marat Dukhan | 733d0be | 2020-07-31 15:55:36 -0700 | [diff] [blame] | 287 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 288 | static void qs8_gemm_2x4c8__ssse3_ld64(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 289 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__ssse3_ld64, 2, 4, 8, 1, benchmark::utils::CheckSSSE3); |
Marat Dukhan | 733d0be | 2020-07-31 15:55:36 -0700 | [diff] [blame] | 290 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 291 | static void qs8_gemm_2x4c8__sse41_ld64(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 292 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse41_ld64, 2, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 293 | } |
| 294 | static void qs8_gemm_2x4c8__xop_ld64(benchmark::State& state, const char* net) { |
| 295 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__xop_ld64, 2, 4, 8, 1, benchmark::utils::CheckXOP); |
Marat Dukhan | 733d0be | 2020-07-31 15:55:36 -0700 | [diff] [blame] | 296 | } |
| 297 | |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 298 | static void qs8_gemm_2x4c8__sse2_ld128(benchmark::State& state, const char* net) { |
| 299 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse2_ld128, 2, 4, 8, 1); |
| 300 | } |
| 301 | static void qs8_gemm_2x4c8__ssse3_ld128(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 302 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__ssse3_ld128, 2, 4, 8, 1, benchmark::utils::CheckSSSE3); |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 303 | } |
| 304 | static void qs8_gemm_2x4c8__sse41_ld128(benchmark::State& state, const char* net) { |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 305 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse41_ld128, 2, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 306 | } |
| 307 | static void qs8_gemm_2x4c8__xop_ld128(benchmark::State& state, const char* net) { |
| 308 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__xop_ld128, 2, 4, 8, 1, benchmark::utils::CheckXOP); |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 309 | } |
| 310 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 311 | static void qs8_gemm_xw_2x4c8__sse2(benchmark::State& state, const char* net) { |
| 312 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__sse2, 2, 4, 8, 1); |
| 313 | } |
| 314 | static void qs8_gemm_xw_2x4c8__ssse3(benchmark::State& state, const char* net) { |
| 315 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__ssse3, 2, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 316 | } |
| 317 | static void qs8_gemm_xw_2x4c8__sse41(benchmark::State& state, const char* net) { |
| 318 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__sse41, 2, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 319 | } |
| 320 | static void qs8_gemm_xw_2x4c8__xop(benchmark::State& state, const char* net) { |
| 321 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__xop, 2, 4, 8, 1, benchmark::utils::CheckXOP); |
| 322 | } |
| 323 | |
Marat Dukhan | e7edc80 | 2020-08-03 16:43:57 -0700 | [diff] [blame] | 324 | static void qs8_gemm_3x4c8__sse2_ld64(benchmark::State& state, const char* net) { |
| 325 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld64, 3, 4, 8, 1); |
| 326 | } |
| 327 | static void qs8_gemm_3x4c8__ssse3_ld64(benchmark::State& state, const char* net) { |
| 328 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld64, 3, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 329 | } |
| 330 | static void qs8_gemm_3x4c8__sse41_ld64(benchmark::State& state, const char* net) { |
| 331 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld64, 3, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 332 | } |
| 333 | static void qs8_gemm_3x4c8__xop_ld64(benchmark::State& state, const char* net) { |
| 334 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__xop_ld64, 3, 4, 8, 1, benchmark::utils::CheckXOP); |
| 335 | } |
| 336 | |
| 337 | static void qs8_gemm_3x4c8__sse2_ld128(benchmark::State& state, const char* net) { |
| 338 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld128, 3, 4, 8, 1); |
| 339 | } |
| 340 | static void qs8_gemm_3x4c8__ssse3_ld128(benchmark::State& state, const char* net) { |
| 341 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld128, 3, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 342 | } |
| 343 | static void qs8_gemm_3x4c8__sse41_ld128(benchmark::State& state, const char* net) { |
| 344 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld128, 3, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 345 | } |
| 346 | static void qs8_gemm_3x4c8__xop_ld128(benchmark::State& state, const char* net) { |
| 347 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__xop_ld128, 3, 4, 8, 1, benchmark::utils::CheckXOP); |
| 348 | } |
| 349 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 350 | static void qs8_gemm_xw_3x4c8__sse2(benchmark::State& state, const char* net) { |
| 351 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__sse2, 3, 4, 8, 1); |
| 352 | } |
| 353 | static void qs8_gemm_xw_3x4c8__ssse3(benchmark::State& state, const char* net) { |
| 354 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__ssse3, 3, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 355 | } |
| 356 | static void qs8_gemm_xw_3x4c8__sse41(benchmark::State& state, const char* net) { |
| 357 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__sse41, 3, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 358 | } |
| 359 | static void qs8_gemm_xw_3x4c8__xop(benchmark::State& state, const char* net) { |
| 360 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__xop, 3, 4, 8, 1, benchmark::utils::CheckXOP); |
| 361 | } |
| 362 | |
Marat Dukhan | 1280952 | 2020-08-02 22:23:51 -0700 | [diff] [blame] | 363 | static void qs8_gemm_2x8c8__avx2(benchmark::State& state, const char* net) { |
| 364 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__avx2, 2, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 365 | } |
| 366 | static void qs8_gemm_3x8c8__avx2(benchmark::State& state, const char* net) { |
| 367 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c8__avx2, 3, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 368 | } |
| 369 | |
Marat Dukhan | bb00b1d | 2020-08-10 11:37:23 -0700 | [diff] [blame] | 370 | static void qs8_gemm_2x16c8__avx512skx(benchmark::State& state, const char* net) { |
| 371 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c8__avx512skx, 2, 16, 8, 1, benchmark::utils::CheckAVX512SKX); |
| 372 | } |
| 373 | static void qs8_gemm_3x16c8__avx512skx(benchmark::State& state, const char* net) { |
| 374 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c8__avx512skx, 3, 16, 8, 1, benchmark::utils::CheckAVX512SKX); |
| 375 | } |
| 376 | static void qs8_gemm_4x16c8__avx512skx(benchmark::State& state, const char* net) { |
| 377 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c8__avx512skx, 4, 16, 8, 1, benchmark::utils::CheckAVX512SKX); |
| 378 | } |
| 379 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 380 | static void qs8_gemm_xw_2x8c8__avx2(benchmark::State& state, const char* net) { |
| 381 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x8c8__avx2, 2, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 382 | } |
| 383 | static void qs8_gemm_xw_3x8c8__avx2(benchmark::State& state, const char* net) { |
| 384 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x8c8__avx2, 3, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 385 | } |
Marat Dukhan | 1280952 | 2020-08-02 22:23:51 -0700 | [diff] [blame] | 386 | |
Marat Dukhan | bb00b1d | 2020-08-10 11:37:23 -0700 | [diff] [blame] | 387 | BENCHMARK_GEMM(qs8_gemm_2x16c8__avx512skx) |
| 388 | BENCHMARK_GEMM(qs8_gemm_3x16c8__avx512skx) |
| 389 | BENCHMARK_GEMM(qs8_gemm_4x16c8__avx512skx) |
| 390 | |
Marat Dukhan | 1280952 | 2020-08-02 22:23:51 -0700 | [diff] [blame] | 391 | BENCHMARK_GEMM(qs8_gemm_2x8c8__avx2) |
| 392 | BENCHMARK_GEMM(qs8_gemm_3x8c8__avx2) |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 393 | BENCHMARK_GEMM(qs8_gemm_xw_2x8c8__avx2) |
| 394 | BENCHMARK_GEMM(qs8_gemm_xw_3x8c8__avx2) |
| 395 | |
| 396 | BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld64) |
| 397 | BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld128) |
| 398 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__xop) |
| 399 | BENCHMARK_GEMM(qs8_gemm_2x4c8__xop_ld64) |
| 400 | BENCHMARK_GEMM(qs8_gemm_3x4c8__xop_ld64) |
| 401 | BENCHMARK_GEMM(qs8_gemm_2x4c8__xop_ld128) |
| 402 | BENCHMARK_GEMM(qs8_gemm_3x4c8__xop_ld128) |
| 403 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__xop) |
| 404 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__xop) |
| 405 | |
| 406 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld64) |
| 407 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld128) |
| 408 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__sse41) |
| 409 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse41_ld64) |
| 410 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse41_ld64) |
| 411 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse41_ld128) |
| 412 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse41_ld128) |
| 413 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__sse41) |
| 414 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__sse41) |
| 415 | |
| 416 | BENCHMARK_GEMM(qs8_gemm_4x4c2__ssse3_ld64) |
| 417 | BENCHMARK_GEMM(qs8_gemm_4x4c2__ssse3_ld128) |
| 418 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__ssse3) |
| 419 | BENCHMARK_GEMM(qs8_gemm_2x4c8__ssse3_ld64) |
| 420 | BENCHMARK_GEMM(qs8_gemm_3x4c8__ssse3_ld64) |
| 421 | BENCHMARK_GEMM(qs8_gemm_2x4c8__ssse3_ld128) |
| 422 | BENCHMARK_GEMM(qs8_gemm_3x4c8__ssse3_ld128) |
| 423 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__ssse3) |
| 424 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__ssse3) |
| 425 | |
| 426 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld64) |
| 427 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld128) |
| 428 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__sse2) |
| 429 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse2_ld64) |
| 430 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse2_ld64) |
| 431 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse2_ld128) |
| 432 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse2_ld128) |
| 433 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__sse2) |
| 434 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__sse2) |
Marat Dukhan | 27203da | 2020-08-05 15:19:03 -0700 | [diff] [blame] | 435 | #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 |
| 436 | |
| 437 | #if XNN_ARCH_WASMSIMD |
| 438 | static void qs8_gemm_2x4c8__wasmsimd_ld64(benchmark::State& state, const char* net) { |
| 439 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__wasmsimd_ld64, 2, 4, 8, 1); |
| 440 | } |
| 441 | static void qs8_gemm_3x4c8__wasmsimd_ld64(benchmark::State& state, const char* net) { |
| 442 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld64, 3, 4, 8, 1); |
| 443 | } |
| 444 | |
| 445 | static void qs8_gemm_2x4c8__wasmsimd_ld128(benchmark::State& state, const char* net) { |
| 446 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__wasmsimd_ld128, 2, 4, 8, 1); |
| 447 | } |
| 448 | static void qs8_gemm_3x4c8__wasmsimd_ld128(benchmark::State& state, const char* net) { |
| 449 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld128, 3, 4, 8, 1); |
| 450 | } |
| 451 | |
| 452 | static void qs8_gemm_xw_2x4c8__wasmsimd(benchmark::State& state, const char* net) { |
| 453 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__wasmsimd, 2, 4, 8, 1); |
| 454 | } |
| 455 | static void qs8_gemm_xw_3x4c8__wasmsimd(benchmark::State& state, const char* net) { |
| 456 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__wasmsimd, 3, 4, 8, 1); |
| 457 | } |
| 458 | |
| 459 | BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_ld64) |
| 460 | BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_ld64) |
| 461 | BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_ld128) |
| 462 | BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_ld128) |
| 463 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__wasmsimd) |
| 464 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__wasmsimd) |
| 465 | #endif // XNN_ARCH_WASMSIMD |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 466 | |
| 467 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 468 | BENCHMARK_MAIN(); |
| 469 | #endif |