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> |
Frank Barchard | 31328cb | 2020-10-12 11:55:18 -0700 | [diff] [blame] | 19 | #ifdef BENCHMARK_RUY |
| 20 | #include "ruy/ruy.h" |
| 21 | #endif // BENCHMARK_RUY |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 22 | #include "bench/gemm.h" |
| 23 | #include "bench/utils.h" |
| 24 | #include <xnnpack/AlignedAllocator.h> |
| 25 | #include <xnnpack/common.h> |
| 26 | #include <xnnpack/gemm.h> |
| 27 | #include <xnnpack/pack.h> |
| 28 | #include <xnnpack/params-init.h> |
| 29 | #include <xnnpack/params.h> |
| 30 | |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 31 | static void GEMMBenchmark(benchmark::State& state, |
| 32 | xnn_qs8_gemm_ukernel_function gemm, |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 33 | size_t mr, size_t nr, size_t kr, size_t sr, |
| 34 | benchmark::utils::IsaCheckFunction isa_check = nullptr) |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 35 | { |
| 36 | if (!cpuinfo_initialize()) { |
| 37 | state.SkipWithError("cpuinfo initialization failed"); |
| 38 | return; |
| 39 | } |
Marat Dukhan | 1566fee | 2020-08-02 21:55:41 -0700 | [diff] [blame] | 40 | if (isa_check && !isa_check(state)) { |
| 41 | return; |
| 42 | } |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 43 | |
| 44 | const size_t mc = state.range(0); |
| 45 | const size_t nc = state.range(1); |
| 46 | const size_t kc = state.range(2); |
| 47 | |
| 48 | const size_t nc_stride = benchmark::utils::RoundUp(nc, nr); |
| 49 | const size_t kc_stride = benchmark::utils::RoundUp(kc, kr); |
| 50 | |
| 51 | std::random_device random_device; |
| 52 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 53 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng)); |
| 54 | auto i8rng = std::bind( |
Marat Dukhan | 44f0ca7 | 2020-08-02 21:46:58 -0700 | [diff] [blame] | 55 | 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] | 56 | |
| 57 | std::vector<int8_t> a(mc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 58 | std::generate(a.begin(), a.end(), std::ref(i8rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 59 | std::vector<int8_t> k(nc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 60 | std::generate(k.begin(), k.end(), std::ref(i8rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 61 | std::vector<int32_t> b(nc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 62 | std::generate(b.begin(), b.end(), std::ref(i32rng)); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 63 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 64 | 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] | 65 | const size_t c_elements = mc * nc; |
| 66 | const size_t num_buffers = 1 + |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 67 | 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] | 68 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 69 | std::vector<char, AlignedAllocator<char, 32>> w(w_size * num_buffers); |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 70 | std::fill(w.begin(), w.end(), 0); |
| 71 | const xnn_qs8_packing_params packing_params = { 127 }; |
| 72 | xnn_pack_qs8_gemm_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), &packing_params); |
| 73 | std::vector<int8_t> c(c_elements * num_buffers); |
| 74 | std::fill(c.begin(), c.end(), 0xA5); |
| 75 | |
| 76 | union xnn_qs8_gemm_params quantization_params = xnn_init_qs8_gemm_params(0.75f, 127, -127, 126); |
| 77 | |
| 78 | size_t buffer_index = 0; |
| 79 | for (auto _ : state) { |
| 80 | // Use circular buffers (exceeding cache size) and prefetch to control cache state: |
| 81 | // - A is always in L1 cache (if fits, otherwise L2, L3, etc) |
| 82 | // - W is not in cache (for any cache level) |
| 83 | // - C is not in cache (for any cache level) |
| 84 | state.PauseTiming(); |
| 85 | benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| 86 | buffer_index = (buffer_index + 1) % num_buffers; |
| 87 | state.ResumeTiming(); |
| 88 | |
| 89 | for (uint32_t m = 0; m < mc; m += mr) { |
| 90 | const uint32_t mb = min(mc - m, mr); |
| 91 | for (uint32_t n = 0; n < nc; n += nr) { |
| 92 | const uint32_t nb = min(nc - n, nr); |
| 93 | gemm( |
| 94 | mb, nb, kc * sizeof(int8_t), |
| 95 | a.data() + m * kc, kc * sizeof(int8_t), |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 96 | w.data() + w_size * buffer_index + n * (kc_stride * sizeof(int8_t) + sizeof(int32_t)), |
| 97 | c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t), |
| 98 | &quantization_params); |
| 99 | } |
| 100 | } |
| 101 | } |
| 102 | |
Marat Dukhan | d713e8a | 2020-12-04 14:23:12 -0800 | [diff] [blame] | 103 | const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| 104 | if (cpu_frequency != 0) { |
| 105 | state.counters["cpufreq"] = cpu_frequency; |
| 106 | } |
| 107 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 108 | state.counters["OPS"] = benchmark::Counter( |
| 109 | uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| 110 | } |
| 111 | |
| 112 | static void GEMMBenchmark(benchmark::State& state, |
| 113 | xnn_qs8_gemm_xw_ukernel_function gemm, |
| 114 | size_t mr, size_t nr, size_t kr, size_t sr, |
| 115 | benchmark::utils::IsaCheckFunction isa_check = nullptr) |
| 116 | { |
| 117 | if (!cpuinfo_initialize()) { |
| 118 | state.SkipWithError("cpuinfo initialization failed"); |
| 119 | return; |
| 120 | } |
| 121 | if (isa_check && !isa_check(state)) { |
| 122 | return; |
| 123 | } |
| 124 | |
| 125 | const size_t mc = state.range(0); |
| 126 | const size_t nc = state.range(1); |
| 127 | const size_t kc = state.range(2); |
| 128 | |
| 129 | const size_t nc_stride = benchmark::utils::RoundUp(nc, nr); |
| 130 | const size_t kc_stride = benchmark::utils::RoundUp(kc, kr); |
| 131 | |
| 132 | std::random_device random_device; |
| 133 | auto rng = std::mt19937(random_device()); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 134 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), rng); |
| 135 | auto i8rng = std::bind( |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 136 | std::uniform_int_distribution<uint32_t>(std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()), rng); |
| 137 | |
| 138 | std::vector<int8_t> a(mc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 139 | std::generate(a.begin(), a.end(), std::ref(i8rng)); |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 140 | std::vector<int8_t> k(nc * kc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 141 | std::generate(k.begin(), k.end(), std::ref(i8rng)); |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 142 | std::vector<int32_t> b(nc); |
Marat Dukhan | ecd8311 | 2020-08-03 21:50:28 -0700 | [diff] [blame] | 143 | std::generate(b.begin(), b.end(), std::ref(i32rng)); |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 144 | |
| 145 | const size_t w_size = kc_stride * nc_stride * sizeof(int16_t) + nc_stride * sizeof(int32_t); |
| 146 | const size_t c_elements = mc * nc; |
| 147 | const size_t num_buffers = 1 + |
| 148 | benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), w_size + c_elements * sizeof(int8_t)); |
| 149 | |
| 150 | std::vector<char, AlignedAllocator<char, 32>> w(w_size * num_buffers); |
| 151 | std::fill(w.begin(), w.end(), 0); |
| 152 | const xnn_qs8_packing_params packing_params = { 127 }; |
| 153 | xnn_pack_qs8_gemm_xw_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), &packing_params); |
| 154 | std::vector<int8_t> c(c_elements * num_buffers); |
| 155 | std::fill(c.begin(), c.end(), 0xA5); |
| 156 | |
| 157 | union xnn_qs8_gemm_xw_params quantization_params = xnn_init_qs8_gemm_xw_params(0.75f, 127, -127, 126); |
| 158 | |
| 159 | size_t buffer_index = 0; |
| 160 | for (auto _ : state) { |
| 161 | // Use circular buffers (exceeding cache size) and prefetch to control cache state: |
| 162 | // - A is always in L1 cache (if fits, otherwise L2, L3, etc) |
| 163 | // - W is not in cache (for any cache level) |
| 164 | // - C is not in cache (for any cache level) |
| 165 | state.PauseTiming(); |
| 166 | benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| 167 | buffer_index = (buffer_index + 1) % num_buffers; |
| 168 | state.ResumeTiming(); |
| 169 | |
| 170 | for (uint32_t m = 0; m < mc; m += mr) { |
| 171 | const uint32_t mb = min(mc - m, mr); |
| 172 | for (uint32_t n = 0; n < nc; n += nr) { |
| 173 | const uint32_t nb = min(nc - n, nr); |
| 174 | gemm( |
| 175 | mb, nb, kc * sizeof(int8_t), |
| 176 | a.data() + m * kc, kc * sizeof(int8_t), |
| 177 | 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] | 178 | c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t), |
| 179 | &quantization_params); |
| 180 | } |
| 181 | } |
| 182 | } |
| 183 | |
Marat Dukhan | d713e8a | 2020-12-04 14:23:12 -0800 | [diff] [blame] | 184 | const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| 185 | if (cpu_frequency != 0) { |
| 186 | state.counters["cpufreq"] = cpu_frequency; |
| 187 | } |
| 188 | |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 189 | state.counters["OPS"] = benchmark::Counter( |
| 190 | uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| 191 | } |
| 192 | |
Frank Barchard | 31328cb | 2020-10-12 11:55:18 -0700 | [diff] [blame] | 193 | #ifdef BENCHMARK_RUY |
| 194 | static void RuyBenchmark(benchmark::State& state, size_t threads) |
| 195 | { |
| 196 | const size_t mc = state.range(0); |
| 197 | const size_t nc = state.range(1); |
| 198 | const size_t kc = state.range(2); |
| 199 | |
| 200 | std::random_device random_device; |
| 201 | auto rng = std::mt19937(random_device()); |
| 202 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng)); |
| 203 | auto u8rng = std::bind(std::uniform_int_distribution<uint32_t>(0, std::numeric_limits<uint8_t>::max()), std::ref(rng)); |
| 204 | |
| 205 | const size_t num_buffers = 1 + |
| 206 | benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), |
| 207 | nc * (sizeof(int8_t) * (mc + kc) + sizeof(int32_t))); |
| 208 | |
| 209 | std::vector<int8_t> a(mc * kc); |
| 210 | std::generate(a.begin(), a.end(), std::ref(u8rng)); |
| 211 | std::vector<int8_t> k(num_buffers * nc * kc); |
| 212 | std::generate(k.begin(), k.end(), std::ref(u8rng)); |
| 213 | std::vector<int32_t> b(num_buffers * nc); |
| 214 | std::generate(b.begin(), b.end(), std::ref(i32rng)); |
| 215 | std::vector<int8_t> c(num_buffers * nc * mc); |
| 216 | std::fill(c.begin(), c.end(), std::nanf("")); |
| 217 | |
| 218 | // Note: context must be static to avoid the cost of re-creating it for each benchmark. |
| 219 | static ruy::Context context; |
| 220 | context.set_max_num_threads(threads); |
| 221 | |
| 222 | ruy::Matrix<int8_t> ruy_a; |
| 223 | ruy::MakeSimpleLayout(nc, kc, ruy::Order::kRowMajor, ruy_a.mutable_layout()); |
| 224 | ruy_a.set_zero_point(127); |
| 225 | ruy::Matrix<int8_t> ruy_b; |
| 226 | ruy::MakeSimpleLayout(kc, mc, ruy::Order::kColMajor, ruy_b.mutable_layout()); |
| 227 | ruy_b.set_data(a.data()); |
| 228 | ruy_b.set_zero_point(127); |
| 229 | ruy::Matrix<int8_t> ruy_c; |
| 230 | ruy::MakeSimpleLayout(nc, mc, ruy::Order::kColMajor, ruy_c.mutable_layout()); |
| 231 | ruy_c.set_zero_point(127); |
| 232 | |
| 233 | ruy::MulParams<int32_t, int8_t> mul_params; |
| 234 | mul_params.set_multiplier_fixedpoint(0x40000000); |
| 235 | |
| 236 | // ruy::Context uses deferred initialization, which affects percieved GEMM performance. Initialization happens during |
| 237 | // the first GEMM calls, and per Benoit Jacob it takes up to ~250 milliseconds for performance to stabilize. |
| 238 | // Thus, on the first benchmark, we compute GEMM for 500 milliseconds (to be safe) without recording performance, and |
| 239 | // keep the ruy::Context object initialized (by being static) between subsequent benchmarks. |
| 240 | static std::once_flag warmup; |
| 241 | std::call_once(warmup, [&](){ |
| 242 | auto start = std::chrono::steady_clock::now(); |
| 243 | do { |
| 244 | ruy_a.set_data(k.data()); |
| 245 | ruy_c.set_data(c.data()); |
| 246 | mul_params.set_bias(b.data()); |
| 247 | |
| 248 | ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c); |
| 249 | } while (std::chrono::duration<double>(std::chrono::steady_clock::now() - start).count() < 0.5); |
| 250 | }); |
| 251 | |
| 252 | size_t buffer_index = 0; |
| 253 | for (auto _ : state) { |
| 254 | // Use circular buffers (exceeding cache size) and prefetch to control cache state: |
| 255 | // - A is always in L1 cache (if fits, otherwise L2, L3, etc) |
| 256 | // - K is not in cache (for any cache level) |
| 257 | // - B is not in cache (for any cache level) |
| 258 | // - C is not in cache (for any cache level) |
| 259 | state.PauseTiming(); |
| 260 | benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| 261 | buffer_index = (buffer_index + 1) % num_buffers; |
| 262 | state.ResumeTiming(); |
| 263 | |
| 264 | ruy_a.set_data(k.data() + buffer_index * nc * kc); |
| 265 | ruy_c.set_data(c.data() + buffer_index * mc * nc); |
| 266 | mul_params.set_bias(b.data() + buffer_index * nc); |
| 267 | |
| 268 | ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c); |
| 269 | } |
| 270 | |
Marat Dukhan | d713e8a | 2020-12-04 14:23:12 -0800 | [diff] [blame] | 271 | const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| 272 | if (cpu_frequency != 0) { |
| 273 | state.counters["cpufreq"] = cpu_frequency; |
| 274 | } |
| 275 | |
Frank Barchard | 31328cb | 2020-10-12 11:55:18 -0700 | [diff] [blame] | 276 | state.counters["OPS"] = benchmark::Counter( |
| 277 | uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| 278 | } |
| 279 | |
| 280 | static void ruy_st(benchmark::State& state, const char* net) |
| 281 | { |
| 282 | RuyBenchmark(state, 1); |
| 283 | } |
| 284 | #endif // BENCHMARK_RUY |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 285 | |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 286 | #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
Frank Barchard | 146e999 | 2020-10-13 13:38:54 -0700 | [diff] [blame] | 287 | static void qs8_gemm_2x8__neon_mlal_lane(benchmark::State& state, const char* net) { |
| 288 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane, 2, 8, 1, 1, benchmark::utils::CheckNEON); |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 289 | } |
Frank Barchard | cfbc849 | 2021-01-12 15:43:19 -0800 | [diff] [blame] | 290 | static void qs8_gemm_4x8__neon_mlal_lane(benchmark::State& state, const char* net) { |
| 291 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane, 4, 8, 1, 1, benchmark::utils::CheckNEON); |
| 292 | } |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 293 | static void qs8_gemm_2x16__neon_mlal_lane(benchmark::State& state, const char* net) { |
| 294 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane, 2, 16, 1, 1, benchmark::utils::CheckNEON); |
| 295 | } |
Frank Barchard | cfbc849 | 2021-01-12 15:43:19 -0800 | [diff] [blame] | 296 | static void qs8_gemm_4x16__neon_mlal_lane(benchmark::State& state, const char* net) { |
| 297 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane, 4, 16, 1, 1, benchmark::utils::CheckNEON); |
| 298 | } |
Frank Barchard | 4ecae2e | 2021-01-14 15:52:45 -0800 | [diff] [blame^] | 299 | static void qs8_gemm_2x8__neon_mull_addw_dup(benchmark::State& state, const char* net) { |
| 300 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8__neon_mull_addw_dup, 2, 8, 1, 1, benchmark::utils::CheckNEON); |
| 301 | } |
| 302 | static void qs8_gemm_4x8__neon_mull_addw_dup(benchmark::State& state, const char* net) { |
| 303 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8__neon_mull_addw_dup, 4, 8, 1, 1, benchmark::utils::CheckNEON); |
| 304 | } |
| 305 | static void qs8_gemm_2x16__neon_mull_addw_dup(benchmark::State& state, const char* net) { |
| 306 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16__neon_mull_addw_dup, 2, 16, 1, 1, benchmark::utils::CheckNEON); |
| 307 | } |
| 308 | static void qs8_gemm_4x16__neon_mull_addw_dup(benchmark::State& state, const char* net) { |
| 309 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16__neon_mull_addw_dup, 4, 16, 1, 1, benchmark::utils::CheckNEON); |
| 310 | } |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 311 | static void qs8_gemm_1x8c4__neondot(benchmark::State& state, const char* net) { |
| 312 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, 1, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 313 | } |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 314 | static void qs8_gemm_4x8c4__neondot(benchmark::State& state, const char* net) { |
| 315 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c4__neondot, 4, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 316 | } |
| 317 | static void qs8_gemm_6x8c4__neondot(benchmark::State& state, const char* net) { |
| 318 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_6x8c4__neondot, 6, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 319 | } |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 320 | static void qs8_gemm_8x8c4__neondot(benchmark::State& state, const char* net) { |
| 321 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_8x8c4__neondot, 8, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 322 | } |
| 323 | static void qs8_gemm_12x8c4__neondot(benchmark::State& state, const char* net) { |
| 324 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_12x8c4__neondot, 12, 8, 4, 1, benchmark::utils::CheckNEONDOT); |
| 325 | } |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 326 | static void qs8_gemm_1x16c4__neondot(benchmark::State& state, const char* net) { |
| 327 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, 1, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 328 | } |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 329 | static void qs8_gemm_4x16c4__neondot(benchmark::State& state, const char* net) { |
| 330 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 331 | } |
Frank Barchard | 2fa1745 | 2020-09-22 09:51:46 -0700 | [diff] [blame] | 332 | static void qs8_gemm_6x16c4__neondot(benchmark::State& state, const char* net) { |
| 333 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_6x16c4__neondot, 6, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 334 | } |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 335 | static void qs8_gemm_8x16c4__neondot(benchmark::State& state, const char* net) { |
| 336 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_8x16c4__neondot, 8, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 337 | } |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 338 | |
Frank Barchard | 146e999 | 2020-10-13 13:38:54 -0700 | [diff] [blame] | 339 | BENCHMARK_GEMM(qs8_gemm_2x8__neon_mlal_lane) |
Frank Barchard | cfbc849 | 2021-01-12 15:43:19 -0800 | [diff] [blame] | 340 | BENCHMARK_GEMM(qs8_gemm_4x8__neon_mlal_lane) |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 341 | BENCHMARK_GEMM(qs8_gemm_2x16__neon_mlal_lane) |
Frank Barchard | cfbc849 | 2021-01-12 15:43:19 -0800 | [diff] [blame] | 342 | BENCHMARK_GEMM(qs8_gemm_4x16__neon_mlal_lane) |
Frank Barchard | 4ecae2e | 2021-01-14 15:52:45 -0800 | [diff] [blame^] | 343 | BENCHMARK_GEMM(qs8_gemm_2x8__neon_mull_addw_dup) |
| 344 | BENCHMARK_GEMM(qs8_gemm_4x8__neon_mull_addw_dup) |
| 345 | BENCHMARK_GEMM(qs8_gemm_2x16__neon_mull_addw_dup) |
| 346 | BENCHMARK_GEMM(qs8_gemm_4x16__neon_mull_addw_dup) |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 347 | BENCHMARK_GEMM(qs8_gemm_1x8c4__neondot) |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 348 | BENCHMARK_GEMM(qs8_gemm_4x8c4__neondot) |
| 349 | BENCHMARK_GEMM(qs8_gemm_6x8c4__neondot) |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 350 | BENCHMARK_GEMM(qs8_gemm_8x8c4__neondot) |
| 351 | BENCHMARK_GEMM(qs8_gemm_12x8c4__neondot) |
Frank Barchard | f1fd89e | 2020-10-06 23:27:11 -0700 | [diff] [blame] | 352 | BENCHMARK_GEMM(qs8_gemm_1x16c4__neondot) |
Benoit Jacob | a964473 | 2020-08-13 12:48:55 -0700 | [diff] [blame] | 353 | BENCHMARK_GEMM(qs8_gemm_4x16c4__neondot) |
Frank Barchard | 2fa1745 | 2020-09-22 09:51:46 -0700 | [diff] [blame] | 354 | BENCHMARK_GEMM(qs8_gemm_6x16c4__neondot) |
Frank Barchard | a48848f | 2020-09-24 00:59:24 -0700 | [diff] [blame] | 355 | BENCHMARK_GEMM(qs8_gemm_8x16c4__neondot) |
Marat Dukhan | ab67142 | 2020-08-05 16:39:04 -0700 | [diff] [blame] | 356 | #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 357 | |
Frank Barchard | 31bb45b | 2020-10-06 00:26:33 -0700 | [diff] [blame] | 358 | #if XNN_ARCH_ARM64 |
Frank Barchard | 0797eb1 | 2020-10-10 18:23:05 -0700 | [diff] [blame] | 359 | static void qs8_gemm_1x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) { |
| 360 | 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] | 361 | } |
Frank Barchard | 0797eb1 | 2020-10-10 18:23:05 -0700 | [diff] [blame] | 362 | static void qs8_gemm_4x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) { |
| 363 | 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] | 364 | } |
Frank Barchard | f2742c4 | 2020-10-12 21:16:46 -0700 | [diff] [blame] | 365 | static void qs8_gemm_4x16c4__aarch64_neondot_cortex_a55(benchmark::State& state, const char* net) { |
| 366 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_cortex_a55, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT); |
| 367 | } |
Frank Barchard | 31bb45b | 2020-10-06 00:26:33 -0700 | [diff] [blame] | 368 | |
Frank Barchard | 0797eb1 | 2020-10-10 18:23:05 -0700 | [diff] [blame] | 369 | BENCHMARK_GEMM(qs8_gemm_1x16c4__aarch64_neondot_ld64) |
| 370 | BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_ld64) |
Frank Barchard | f2742c4 | 2020-10-12 21:16:46 -0700 | [diff] [blame] | 371 | BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_cortex_a55) |
Frank Barchard | 31bb45b | 2020-10-06 00:26:33 -0700 | [diff] [blame] | 372 | #endif // XNN_ARCH_ARM64 |
| 373 | |
| 374 | |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 375 | #if XNN_ARCH_X86 || XNN_ARCH_X86_64 |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 376 | static void qs8_gemm_4x4c2__sse2_ld64(benchmark::State& state, const char* net) { |
| 377 | 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] | 378 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 379 | 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] | 380 | 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] | 381 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 382 | 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] | 383 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse41_ld64, 4, 4, 2, 1, benchmark::utils::CheckSSE41); |
| 384 | } |
| 385 | static void qs8_gemm_4x4c2__xop_ld64(benchmark::State& state, const char* net) { |
| 386 | 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] | 387 | } |
| 388 | |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 389 | static void qs8_gemm_4x4c2__sse2_ld128(benchmark::State& state, const char* net) { |
| 390 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse2_ld128, 4, 4, 2, 1); |
| 391 | } |
| 392 | 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] | 393 | 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] | 394 | } |
| 395 | 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] | 396 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse41_ld128, 4, 4, 2, 1, benchmark::utils::CheckSSE41); |
| 397 | } |
| 398 | static void qs8_gemm_4x4c2__xop_ld128(benchmark::State& state, const char* net) { |
| 399 | 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] | 400 | } |
| 401 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 402 | static void qs8_gemm_xw_4x4c2__sse2(benchmark::State& state, const char* net) { |
| 403 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__sse2, 4, 4, 2, 1); |
| 404 | } |
| 405 | static void qs8_gemm_xw_4x4c2__ssse3(benchmark::State& state, const char* net) { |
| 406 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__ssse3, 4, 4, 2, 1, benchmark::utils::CheckSSSE3); |
| 407 | } |
| 408 | static void qs8_gemm_xw_4x4c2__sse41(benchmark::State& state, const char* net) { |
| 409 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__sse41, 4, 4, 2, 1, benchmark::utils::CheckSSE41); |
| 410 | } |
| 411 | static void qs8_gemm_xw_4x4c2__xop(benchmark::State& state, const char* net) { |
| 412 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__xop, 4, 4, 2, 1, benchmark::utils::CheckXOP); |
| 413 | } |
| 414 | |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 415 | static void qs8_gemm_2x4c8__sse2_ld64(benchmark::State& state, const char* net) { |
| 416 | 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] | 417 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 418 | 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] | 419 | 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] | 420 | } |
Marat Dukhan | 14d3ce8 | 2020-07-31 16:19:15 -0700 | [diff] [blame] | 421 | 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] | 422 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse41_ld64, 2, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 423 | } |
| 424 | static void qs8_gemm_2x4c8__xop_ld64(benchmark::State& state, const char* net) { |
| 425 | 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] | 426 | } |
| 427 | |
Marat Dukhan | dee732b | 2020-07-31 17:32:04 -0700 | [diff] [blame] | 428 | static void qs8_gemm_2x4c8__sse2_ld128(benchmark::State& state, const char* net) { |
| 429 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse2_ld128, 2, 4, 8, 1); |
| 430 | } |
| 431 | 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] | 432 | 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] | 433 | } |
| 434 | 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] | 435 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse41_ld128, 2, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 436 | } |
| 437 | static void qs8_gemm_2x4c8__xop_ld128(benchmark::State& state, const char* net) { |
| 438 | 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] | 439 | } |
| 440 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 441 | static void qs8_gemm_xw_2x4c8__sse2(benchmark::State& state, const char* net) { |
| 442 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__sse2, 2, 4, 8, 1); |
| 443 | } |
| 444 | static void qs8_gemm_xw_2x4c8__ssse3(benchmark::State& state, const char* net) { |
| 445 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__ssse3, 2, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 446 | } |
| 447 | static void qs8_gemm_xw_2x4c8__sse41(benchmark::State& state, const char* net) { |
| 448 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__sse41, 2, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 449 | } |
| 450 | static void qs8_gemm_xw_2x4c8__xop(benchmark::State& state, const char* net) { |
| 451 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__xop, 2, 4, 8, 1, benchmark::utils::CheckXOP); |
| 452 | } |
| 453 | |
Marat Dukhan | e7edc80 | 2020-08-03 16:43:57 -0700 | [diff] [blame] | 454 | static void qs8_gemm_3x4c8__sse2_ld64(benchmark::State& state, const char* net) { |
| 455 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld64, 3, 4, 8, 1); |
| 456 | } |
| 457 | static void qs8_gemm_3x4c8__ssse3_ld64(benchmark::State& state, const char* net) { |
| 458 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld64, 3, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 459 | } |
| 460 | static void qs8_gemm_3x4c8__sse41_ld64(benchmark::State& state, const char* net) { |
| 461 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld64, 3, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 462 | } |
| 463 | static void qs8_gemm_3x4c8__xop_ld64(benchmark::State& state, const char* net) { |
| 464 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__xop_ld64, 3, 4, 8, 1, benchmark::utils::CheckXOP); |
| 465 | } |
| 466 | |
| 467 | static void qs8_gemm_3x4c8__sse2_ld128(benchmark::State& state, const char* net) { |
| 468 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld128, 3, 4, 8, 1); |
| 469 | } |
| 470 | static void qs8_gemm_3x4c8__ssse3_ld128(benchmark::State& state, const char* net) { |
| 471 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld128, 3, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 472 | } |
| 473 | static void qs8_gemm_3x4c8__sse41_ld128(benchmark::State& state, const char* net) { |
| 474 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld128, 3, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 475 | } |
| 476 | static void qs8_gemm_3x4c8__xop_ld128(benchmark::State& state, const char* net) { |
| 477 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__xop_ld128, 3, 4, 8, 1, benchmark::utils::CheckXOP); |
| 478 | } |
| 479 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 480 | static void qs8_gemm_xw_3x4c8__sse2(benchmark::State& state, const char* net) { |
| 481 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__sse2, 3, 4, 8, 1); |
| 482 | } |
| 483 | static void qs8_gemm_xw_3x4c8__ssse3(benchmark::State& state, const char* net) { |
| 484 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__ssse3, 3, 4, 8, 1, benchmark::utils::CheckSSSE3); |
| 485 | } |
| 486 | static void qs8_gemm_xw_3x4c8__sse41(benchmark::State& state, const char* net) { |
| 487 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__sse41, 3, 4, 8, 1, benchmark::utils::CheckSSE41); |
| 488 | } |
| 489 | static void qs8_gemm_xw_3x4c8__xop(benchmark::State& state, const char* net) { |
| 490 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__xop, 3, 4, 8, 1, benchmark::utils::CheckXOP); |
| 491 | } |
| 492 | |
Marat Dukhan | 1280952 | 2020-08-02 22:23:51 -0700 | [diff] [blame] | 493 | static void qs8_gemm_2x8c8__avx2(benchmark::State& state, const char* net) { |
| 494 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__avx2, 2, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 495 | } |
| 496 | static void qs8_gemm_3x8c8__avx2(benchmark::State& state, const char* net) { |
| 497 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c8__avx2, 3, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 498 | } |
| 499 | |
Marat Dukhan | bb00b1d | 2020-08-10 11:37:23 -0700 | [diff] [blame] | 500 | static void qs8_gemm_2x16c8__avx512skx(benchmark::State& state, const char* net) { |
| 501 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c8__avx512skx, 2, 16, 8, 1, benchmark::utils::CheckAVX512SKX); |
| 502 | } |
| 503 | static void qs8_gemm_3x16c8__avx512skx(benchmark::State& state, const char* net) { |
| 504 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c8__avx512skx, 3, 16, 8, 1, benchmark::utils::CheckAVX512SKX); |
| 505 | } |
| 506 | static void qs8_gemm_4x16c8__avx512skx(benchmark::State& state, const char* net) { |
| 507 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c8__avx512skx, 4, 16, 8, 1, benchmark::utils::CheckAVX512SKX); |
| 508 | } |
| 509 | |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 510 | static void qs8_gemm_xw_2x8c8__avx2(benchmark::State& state, const char* net) { |
| 511 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x8c8__avx2, 2, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 512 | } |
| 513 | static void qs8_gemm_xw_3x8c8__avx2(benchmark::State& state, const char* net) { |
| 514 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x8c8__avx2, 3, 8, 8, 1, benchmark::utils::CheckAVX2); |
| 515 | } |
Marat Dukhan | 1280952 | 2020-08-02 22:23:51 -0700 | [diff] [blame] | 516 | |
Marat Dukhan | bb00b1d | 2020-08-10 11:37:23 -0700 | [diff] [blame] | 517 | BENCHMARK_GEMM(qs8_gemm_2x16c8__avx512skx) |
| 518 | BENCHMARK_GEMM(qs8_gemm_3x16c8__avx512skx) |
| 519 | BENCHMARK_GEMM(qs8_gemm_4x16c8__avx512skx) |
| 520 | |
Marat Dukhan | 1280952 | 2020-08-02 22:23:51 -0700 | [diff] [blame] | 521 | BENCHMARK_GEMM(qs8_gemm_2x8c8__avx2) |
| 522 | BENCHMARK_GEMM(qs8_gemm_3x8c8__avx2) |
Marat Dukhan | 683fab3 | 2020-08-03 19:42:52 -0700 | [diff] [blame] | 523 | BENCHMARK_GEMM(qs8_gemm_xw_2x8c8__avx2) |
| 524 | BENCHMARK_GEMM(qs8_gemm_xw_3x8c8__avx2) |
| 525 | |
| 526 | BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld64) |
| 527 | BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld128) |
| 528 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__xop) |
| 529 | BENCHMARK_GEMM(qs8_gemm_2x4c8__xop_ld64) |
| 530 | BENCHMARK_GEMM(qs8_gemm_3x4c8__xop_ld64) |
| 531 | BENCHMARK_GEMM(qs8_gemm_2x4c8__xop_ld128) |
| 532 | BENCHMARK_GEMM(qs8_gemm_3x4c8__xop_ld128) |
| 533 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__xop) |
| 534 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__xop) |
| 535 | |
| 536 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld64) |
| 537 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld128) |
| 538 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__sse41) |
| 539 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse41_ld64) |
| 540 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse41_ld64) |
| 541 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse41_ld128) |
| 542 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse41_ld128) |
| 543 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__sse41) |
| 544 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__sse41) |
| 545 | |
| 546 | BENCHMARK_GEMM(qs8_gemm_4x4c2__ssse3_ld64) |
| 547 | BENCHMARK_GEMM(qs8_gemm_4x4c2__ssse3_ld128) |
| 548 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__ssse3) |
| 549 | BENCHMARK_GEMM(qs8_gemm_2x4c8__ssse3_ld64) |
| 550 | BENCHMARK_GEMM(qs8_gemm_3x4c8__ssse3_ld64) |
| 551 | BENCHMARK_GEMM(qs8_gemm_2x4c8__ssse3_ld128) |
| 552 | BENCHMARK_GEMM(qs8_gemm_3x4c8__ssse3_ld128) |
| 553 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__ssse3) |
| 554 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__ssse3) |
| 555 | |
| 556 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld64) |
| 557 | BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld128) |
| 558 | BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__sse2) |
| 559 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse2_ld64) |
| 560 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse2_ld64) |
| 561 | BENCHMARK_GEMM(qs8_gemm_2x4c8__sse2_ld128) |
| 562 | BENCHMARK_GEMM(qs8_gemm_3x4c8__sse2_ld128) |
| 563 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__sse2) |
| 564 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__sse2) |
Marat Dukhan | 27203da | 2020-08-05 15:19:03 -0700 | [diff] [blame] | 565 | #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 |
| 566 | |
| 567 | #if XNN_ARCH_WASMSIMD |
| 568 | static void qs8_gemm_2x4c8__wasmsimd_ld64(benchmark::State& state, const char* net) { |
| 569 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__wasmsimd_ld64, 2, 4, 8, 1); |
| 570 | } |
| 571 | static void qs8_gemm_3x4c8__wasmsimd_ld64(benchmark::State& state, const char* net) { |
| 572 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld64, 3, 4, 8, 1); |
| 573 | } |
| 574 | |
| 575 | static void qs8_gemm_2x4c8__wasmsimd_ld128(benchmark::State& state, const char* net) { |
| 576 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__wasmsimd_ld128, 2, 4, 8, 1); |
| 577 | } |
| 578 | static void qs8_gemm_3x4c8__wasmsimd_ld128(benchmark::State& state, const char* net) { |
| 579 | GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld128, 3, 4, 8, 1); |
| 580 | } |
| 581 | |
| 582 | static void qs8_gemm_xw_2x4c8__wasmsimd(benchmark::State& state, const char* net) { |
| 583 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__wasmsimd, 2, 4, 8, 1); |
| 584 | } |
| 585 | static void qs8_gemm_xw_3x4c8__wasmsimd(benchmark::State& state, const char* net) { |
| 586 | GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__wasmsimd, 3, 4, 8, 1); |
| 587 | } |
| 588 | |
| 589 | BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_ld64) |
| 590 | BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_ld64) |
| 591 | BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_ld128) |
| 592 | BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_ld128) |
| 593 | BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__wasmsimd) |
| 594 | BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__wasmsimd) |
| 595 | #endif // XNN_ARCH_WASMSIMD |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 596 | |
Frank Barchard | 31328cb | 2020-10-12 11:55:18 -0700 | [diff] [blame] | 597 | #ifdef BENCHMARK_RUY |
| 598 | BENCHMARK_GEMM(ruy_st) |
| 599 | #endif // BENCHMARK_RUY |
| 600 | |
Marat Dukhan | 595e170 | 2020-07-31 10:12:52 -0700 | [diff] [blame] | 601 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 602 | BENCHMARK_MAIN(); |
| 603 | #endif |