Marat Dukhan | 0744fa0 | 2021-07-26 22:56:27 -0700 | [diff] [blame^] | 1 | // Copyright 2021 Google LLC |
| 2 | // |
| 3 | // This source code is licensed under the BSD-style license found in the |
| 4 | // LICENSE file in the root directory of this source tree. |
| 5 | |
| 6 | #include <algorithm> |
| 7 | #include <cfloat> |
| 8 | #include <cmath> |
| 9 | #include <functional> |
| 10 | #include <random> |
| 11 | #include <vector> |
| 12 | |
| 13 | #include <benchmark/benchmark.h> |
| 14 | #include "bench/dwconv.h" |
| 15 | #include "bench/utils.h" |
| 16 | #include <xnnpack/AlignedAllocator.h> |
| 17 | #include <xnnpack/common.h> |
| 18 | #include <xnnpack/dwconv.h> |
| 19 | #include <xnnpack/indirection.h> |
| 20 | #include <xnnpack/operator.h> |
| 21 | #include <xnnpack/pack.h> |
| 22 | #include <xnnpack/params-init.h> |
| 23 | #include <xnnpack/params.h> |
| 24 | |
| 25 | |
| 26 | static void DWConvBenchmark(benchmark::State& state, |
| 27 | xnn_qs8_dwconv_minmax_unipass_ukernel_function dwconv, |
| 28 | xnn_init_qs8_conv_minmax_params_fn init_params, |
| 29 | uint32_t channel_tile, uint32_t primary_tile, |
| 30 | benchmark::utils::IsaCheckFunction isa_check = nullptr) |
| 31 | { |
| 32 | if (isa_check && !isa_check(state)) { |
| 33 | return; |
| 34 | } |
| 35 | |
| 36 | const size_t input_height = state.range(0); |
| 37 | const size_t input_width = state.range(1); |
| 38 | const size_t kernel_height = state.range(2); |
| 39 | const size_t kernel_width = state.range(3); |
| 40 | const size_t padding_height = state.range(4); |
| 41 | const size_t padding_width = state.range(5); |
| 42 | const size_t subsampling = state.range(6); |
| 43 | const size_t dilation = state.range(7); |
| 44 | const size_t channels = state.range(8); |
| 45 | |
| 46 | const size_t kernel_size = kernel_height * kernel_width; |
| 47 | if (kernel_size != primary_tile) { |
| 48 | state.SkipWithError("kernel size mismatch"); |
| 49 | return; |
| 50 | } |
| 51 | |
| 52 | std::random_device random_device; |
| 53 | auto rng = std::mt19937(random_device()); |
| 54 | auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng)); |
| 55 | auto i8rng = std::bind( |
| 56 | std::uniform_int_distribution<int32_t>(-std::numeric_limits<int8_t>::max(), std::numeric_limits<int8_t>::max()), std::ref(rng)); |
| 57 | |
| 58 | const size_t effective_kernel_height = (kernel_height - 1) * dilation + 1; |
| 59 | const size_t effective_kernel_width = (kernel_width - 1) * dilation + 1; |
| 60 | const size_t padding_left = padding_width / 2; |
| 61 | const size_t padding_top = padding_height / 2; |
| 62 | const size_t output_height = (input_height + padding_height - effective_kernel_height) / subsampling + 1; |
| 63 | const size_t output_width = (input_width + padding_width - effective_kernel_width) / subsampling + 1; |
| 64 | const size_t output_size = output_height * output_width; |
| 65 | const size_t step_width = dilation == 1 ? subsampling : kernel_width; |
| 66 | const size_t step_height = kernel_size + (output_width - 1) * step_width * kernel_height; |
| 67 | |
| 68 | const size_t c_stride = benchmark::utils::RoundUp<size_t>(channels, channel_tile); |
| 69 | |
| 70 | std::vector<int8_t> a(channels * input_height * input_width + XNN_EXTRA_BYTES / sizeof(int8_t)); |
| 71 | std::generate(a.begin(), a.end(), std::ref(i8rng)); |
| 72 | std::vector<int8_t> k(channels * kernel_height * kernel_width); |
| 73 | std::generate(k.begin(), k.end(), std::ref(i8rng)); |
| 74 | std::vector<int32_t> b(channels); |
| 75 | std::generate(b.begin(), b.end(), std::ref(i32rng)); |
| 76 | |
| 77 | std::vector<int8_t> z(channels + XNN_EXTRA_BYTES / sizeof(int8_t)); |
| 78 | |
| 79 | const size_t k_elements = kernel_size * c_stride; |
| 80 | const size_t b_elements = c_stride; |
| 81 | const size_t w_size = k_elements * sizeof(int8_t) + b_elements * sizeof(int32_t); |
| 82 | const size_t i_elements = output_height * step_height; |
| 83 | const size_t c_elements = output_size * channels; |
| 84 | const size_t num_buffers = 1 + |
| 85 | benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), |
| 86 | (c_elements * sizeof(int8_t) + w_size) + sizeof(void*) * i_elements); |
| 87 | |
| 88 | std::vector<char, AlignedAllocator<char, 64>> w(w_size * num_buffers); |
| 89 | std::fill(w.begin(), w.end(), 0.0f); |
| 90 | struct xnn_qs8_packing_params packing_params; |
| 91 | packing_params.input_zero_point = 0; |
| 92 | xnn_pack_qs8_dwconv_ghw_w(kernel_height, kernel_width, channels, channel_tile, |
| 93 | k.data(), b.data(), w.data(), 0 /* extra bytes */, &packing_params); |
| 94 | for (size_t n = 1; n < num_buffers; n++) { |
| 95 | std::copy(w.cbegin(), w.cbegin() + w_size, w.begin() + n * w_size); |
| 96 | } |
| 97 | |
| 98 | std::vector<const int8_t*> i(i_elements * num_buffers); |
| 99 | xnn_operator convolution_op = { }; |
| 100 | convolution_op.indirection_buffer = reinterpret_cast<const void**>(i.data()); |
| 101 | convolution_op.input = a.data(); |
| 102 | convolution_op.input_pixel_stride = channels; |
| 103 | convolution_op.zero_buffer = z.data(); |
| 104 | convolution_op.input_height = input_height; |
| 105 | convolution_op.input_width = input_width; |
| 106 | convolution_op.output_height = output_height; |
| 107 | convolution_op.output_width = output_width; |
| 108 | convolution_op.kernel_height = kernel_height; |
| 109 | convolution_op.kernel_width = kernel_width; |
| 110 | convolution_op.stride_height = subsampling; |
| 111 | convolution_op.stride_width = subsampling; |
| 112 | convolution_op.dilation_height = dilation; |
| 113 | convolution_op.dilation_width = dilation; |
| 114 | convolution_op.padding_top = padding_top; |
| 115 | convolution_op.padding_left = padding_left; |
| 116 | |
| 117 | xnn_indirection_init_dwconv2d(&convolution_op, step_height, step_width, 0 /* log2(sizeof(int8_t)) */); |
| 118 | for (size_t n = 1; n < num_buffers; n++) { |
| 119 | std::copy(i.cbegin(), i.cbegin() + i_elements, i.begin() + n * i_elements); |
| 120 | } |
| 121 | |
| 122 | std::vector<int8_t> c(c_elements * num_buffers); |
| 123 | std::fill(c.begin(), c.end(), std::nanf("")); |
| 124 | |
| 125 | xnn_qs8_conv_minmax_params params; |
| 126 | init_params(¶ms, |
| 127 | 0.5f /* scale */, 0 /* output zero point */, std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()); |
| 128 | |
| 129 | size_t buffer_index = 0; |
| 130 | for (auto _ : state) { |
| 131 | state.PauseTiming(); |
| 132 | benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| 133 | buffer_index = (buffer_index + 1) % num_buffers; |
| 134 | state.ResumeTiming(); |
| 135 | |
| 136 | for (size_t y = 0; y < output_height; y++) { |
| 137 | dwconv(channels, output_width, |
| 138 | i.data() + buffer_index * i_elements + step_height * y, |
| 139 | w.data() + buffer_index * w_size, |
| 140 | c.data() + buffer_index * c_elements + y * output_width * channels, |
| 141 | kernel_height * step_width * sizeof(void*), 0, |
| 142 | 0, z.data(), ¶ms); |
| 143 | } |
| 144 | } |
| 145 | |
| 146 | const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| 147 | if (cpu_frequency != 0) { |
| 148 | state.counters["cpufreq"] = cpu_frequency; |
| 149 | } |
| 150 | |
| 151 | state.counters["FLOPS"] = benchmark::Counter( |
| 152 | uint64_t(state.iterations()) * 2 * output_size * channels * kernel_size, |
| 153 | benchmark::Counter::kIsRate); |
| 154 | |
| 155 | state.counters["bytes"] = benchmark::Counter( |
| 156 | uint64_t(state.iterations()) * channels * ((output_size + input_height * input_width + kernel_size) * sizeof(int8_t) + sizeof(int32_t)), |
| 157 | benchmark::Counter::kIsRate); |
| 158 | } |
| 159 | |
| 160 | |
| 161 | #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 162 | static void qs8_dwconv_up8x9__neon_mul8_ld64(benchmark::State& state, const char* net) { |
| 163 | DWConvBenchmark(state, |
| 164 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul8_ld64, |
| 165 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 166 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 167 | } |
| 168 | static void qs8_dwconv_up16x9__neon_mul8_ld64(benchmark::State& state, const char* net) { |
| 169 | DWConvBenchmark(state, |
| 170 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8_ld64, |
| 171 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 172 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 173 | } |
| 174 | static void qs8_dwconv_up16x9__neon_mul8_ld128(benchmark::State& state, const char* net) { |
| 175 | DWConvBenchmark(state, |
| 176 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8_ld128, |
| 177 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 178 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 179 | } |
| 180 | static void qs8_dwconv_up8x9__neon_mla8_ld64(benchmark::State& state, const char* net) { |
| 181 | DWConvBenchmark(state, |
| 182 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mla8_ld64, |
| 183 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 184 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 185 | } |
| 186 | static void qs8_dwconv_up16x9__neon_mla8_ld64(benchmark::State& state, const char* net) { |
| 187 | DWConvBenchmark(state, |
| 188 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld64, |
| 189 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 190 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 191 | } |
| 192 | static void qs8_dwconv_up16x9__neon_mla8_ld128(benchmark::State& state, const char* net) { |
| 193 | DWConvBenchmark(state, |
| 194 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld128, |
| 195 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 196 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 197 | } |
| 198 | static void qs8_dwconv_up8x9__neon_mul16(benchmark::State& state, const char* net) { |
| 199 | DWConvBenchmark(state, |
| 200 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul16, |
| 201 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 202 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 203 | } |
| 204 | static void qs8_dwconv_up16x9__neon_mul16(benchmark::State& state, const char* net) { |
| 205 | DWConvBenchmark(state, |
| 206 | xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul16, |
| 207 | xnn_init_qs8_conv_minmax_rndnu_neon_params, |
| 208 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON); |
| 209 | } |
| 210 | |
| 211 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mul8_ld64); |
| 212 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul8_ld64); |
| 213 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul8_ld128); |
| 214 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mla8_ld64); |
| 215 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mla8_ld64); |
| 216 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mla8_ld128); |
| 217 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mul16); |
| 218 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul16); |
| 219 | #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| 220 | |
| 221 | |
| 222 | #if XNN_ARCH_X86 || XNN_ARCH_X86_64 |
| 223 | static void qs8_dwconv_up16x9__avx512skx_mul32(benchmark::State& state, const char* net) { |
| 224 | DWConvBenchmark(state, |
| 225 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx512skx_mul32, |
| 226 | xnn_init_qs8_conv_minmax_fp32_avx512_params, |
| 227 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX); |
| 228 | } |
| 229 | static void qs8_dwconv_up32x9__avx512skx_mul32(benchmark::State& state, const char* net) { |
| 230 | DWConvBenchmark(state, |
| 231 | xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx512skx_mul32, |
| 232 | xnn_init_qs8_conv_minmax_fp32_avx512_params, |
| 233 | 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX); |
| 234 | } |
| 235 | static void qs8_dwconv_up16x9__avx2_mul16(benchmark::State& state, const char* net) { |
| 236 | DWConvBenchmark(state, |
| 237 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul16, |
| 238 | xnn_init_qs8_conv_minmax_fp32_avx2_params, |
| 239 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); |
| 240 | } |
| 241 | static void qs8_dwconv_up32x9__avx2_mul16(benchmark::State& state, const char* net) { |
| 242 | DWConvBenchmark(state, |
| 243 | xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul16, |
| 244 | xnn_init_qs8_conv_minmax_fp32_avx2_params, |
| 245 | 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); |
| 246 | } |
| 247 | static void qs8_dwconv_up8x9__avx2_mul32(benchmark::State& state, const char* net) { |
| 248 | DWConvBenchmark(state, |
| 249 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx2_mul32, |
| 250 | xnn_init_qs8_conv_minmax_fp32_avx2_params, |
| 251 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); |
| 252 | } |
| 253 | static void qs8_dwconv_up16x9__avx2_mul32(benchmark::State& state, const char* net) { |
| 254 | DWConvBenchmark(state, |
| 255 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul32, |
| 256 | xnn_init_qs8_conv_minmax_fp32_avx2_params, |
| 257 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); |
| 258 | } |
| 259 | static void qs8_dwconv_up32x9__avx2_mul32(benchmark::State& state, const char* net) { |
| 260 | DWConvBenchmark(state, |
| 261 | xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul32, |
| 262 | xnn_init_qs8_conv_minmax_fp32_avx2_params, |
| 263 | 32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2); |
| 264 | } |
| 265 | static void qs8_dwconv_up8x9__xop_mul16_add16(benchmark::State& state, const char* net) { |
| 266 | DWConvBenchmark(state, |
| 267 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__xop_mul16_add16, |
| 268 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 269 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckXOP); |
| 270 | } |
| 271 | static void qs8_dwconv_up16x9__xop_mul16_add16(benchmark::State& state, const char* net) { |
| 272 | DWConvBenchmark(state, |
| 273 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__xop_mul16_add16, |
| 274 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 275 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckXOP); |
| 276 | } |
| 277 | static void qs8_dwconv_up8x9__avx_mul16(benchmark::State& state, const char* net) { |
| 278 | DWConvBenchmark(state, |
| 279 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul16, |
| 280 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 281 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); |
| 282 | } |
| 283 | static void qs8_dwconv_up16x9__avx_mul16(benchmark::State& state, const char* net) { |
| 284 | DWConvBenchmark(state, |
| 285 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul16, |
| 286 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 287 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); |
| 288 | } |
| 289 | static void qs8_dwconv_up8x9__avx_mul16_add16(benchmark::State& state, const char* net) { |
| 290 | DWConvBenchmark(state, |
| 291 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul16_add16, |
| 292 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 293 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); |
| 294 | } |
| 295 | static void qs8_dwconv_up16x9__avx_mul16_add16(benchmark::State& state, const char* net) { |
| 296 | DWConvBenchmark(state, |
| 297 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul16_add16, |
| 298 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 299 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); |
| 300 | } |
| 301 | static void qs8_dwconv_up8x9__avx_mul32(benchmark::State& state, const char* net) { |
| 302 | DWConvBenchmark(state, |
| 303 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul32, |
| 304 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 305 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); |
| 306 | } |
| 307 | static void qs8_dwconv_up16x9__avx_mul32(benchmark::State& state, const char* net) { |
| 308 | DWConvBenchmark(state, |
| 309 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul32, |
| 310 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 311 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX); |
| 312 | } |
| 313 | static void qs8_dwconv_up8x9__sse41_mul16(benchmark::State& state, const char* net) { |
| 314 | DWConvBenchmark(state, |
| 315 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul16, |
| 316 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 317 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); |
| 318 | } |
| 319 | static void qs8_dwconv_up16x9__sse41_mul16(benchmark::State& state, const char* net) { |
| 320 | DWConvBenchmark(state, |
| 321 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul16, |
| 322 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 323 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); |
| 324 | } |
| 325 | static void qs8_dwconv_up8x9__sse41_mul16_add16(benchmark::State& state, const char* net) { |
| 326 | DWConvBenchmark(state, |
| 327 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul16_add16, |
| 328 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 329 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); |
| 330 | } |
| 331 | static void qs8_dwconv_up16x9__sse41_mul16_add16(benchmark::State& state, const char* net) { |
| 332 | DWConvBenchmark(state, |
| 333 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul16_add16, |
| 334 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 335 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); |
| 336 | } |
| 337 | static void qs8_dwconv_up8x9__sse41_mul32(benchmark::State& state, const char* net) { |
| 338 | DWConvBenchmark(state, |
| 339 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul32, |
| 340 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 341 | 8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); |
| 342 | } |
| 343 | static void qs8_dwconv_up16x9__sse41_mul32(benchmark::State& state, const char* net) { |
| 344 | DWConvBenchmark(state, |
| 345 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul32, |
| 346 | xnn_init_qs8_conv_minmax_fp32_sse4_params, |
| 347 | 16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41); |
| 348 | } |
| 349 | static void qs8_dwconv_up8x9__sse2_mul16(benchmark::State& state, const char* net) { |
| 350 | DWConvBenchmark(state, |
| 351 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse2_mul16, |
| 352 | xnn_init_qs8_conv_minmax_fp32_sse2_params, |
| 353 | 8 /* channel tile */, 9 /* primary tile */); |
| 354 | } |
| 355 | static void qs8_dwconv_up16x9__sse2_mul16(benchmark::State& state, const char* net) { |
| 356 | DWConvBenchmark(state, |
| 357 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse2_mul16, |
| 358 | xnn_init_qs8_conv_minmax_fp32_sse2_params, |
| 359 | 16 /* channel tile */, 9 /* primary tile */); |
| 360 | } |
| 361 | static void qs8_dwconv_up8x9__sse2_mul16_add16(benchmark::State& state, const char* net) { |
| 362 | DWConvBenchmark(state, |
| 363 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse2_mul16_add16, |
| 364 | xnn_init_qs8_conv_minmax_fp32_sse2_params, |
| 365 | 8 /* channel tile */, 9 /* primary tile */); |
| 366 | } |
| 367 | static void qs8_dwconv_up16x9__sse2_mul16_add16(benchmark::State& state, const char* net) { |
| 368 | DWConvBenchmark(state, |
| 369 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse2_mul16_add16, |
| 370 | xnn_init_qs8_conv_minmax_fp32_sse2_params, |
| 371 | 16 /* channel tile */, 9 /* primary tile */); |
| 372 | } |
| 373 | |
| 374 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx512skx_mul32); |
| 375 | BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx512skx_mul32); |
| 376 | |
| 377 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx2_mul16); |
| 378 | BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx2_mul16); |
| 379 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx2_mul32); |
| 380 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx2_mul32); |
| 381 | BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx2_mul32); |
| 382 | |
| 383 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__xop_mul16_add16); |
| 384 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__xop_mul16_add16); |
| 385 | |
| 386 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx_mul16); |
| 387 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx_mul16); |
| 388 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx_mul16_add16); |
| 389 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx_mul16_add16); |
| 390 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx_mul32); |
| 391 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx_mul32); |
| 392 | |
| 393 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse41_mul16); |
| 394 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse41_mul16); |
| 395 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse41_mul16_add16); |
| 396 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse41_mul16_add16); |
| 397 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse41_mul32); |
| 398 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse41_mul32); |
| 399 | |
| 400 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse2_mul16); |
| 401 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse2_mul16); |
| 402 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse2_mul16_add16); |
| 403 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse2_mul16_add16); |
| 404 | #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 |
| 405 | |
| 406 | |
| 407 | #if XNN_ARCH_WASMSIMD |
| 408 | static void qs8_dwconv_up8x9__wasmsimd_mul16(benchmark::State& state, const char* net) { |
| 409 | DWConvBenchmark(state, |
| 410 | xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__wasmsimd_mul16, |
| 411 | xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, |
| 412 | 8 /* channel tile */, 9 /* primary tile */); |
| 413 | } |
| 414 | static void qs8_dwconv_up16x9__wasmsimd_mul16(benchmark::State& state, const char* net) { |
| 415 | DWConvBenchmark(state, |
| 416 | xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__wasmsimd_mul16, |
| 417 | xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, |
| 418 | 16 /* channel tile */, 9 /* primary tile */); |
| 419 | } |
| 420 | |
| 421 | BENCHMARK_DWCONV(qs8_dwconv_up8x9__wasmsimd_mul16); |
| 422 | BENCHMARK_DWCONV(qs8_dwconv_up16x9__wasmsimd_mul16); |
| 423 | #endif // XNN_ARCH_WASMSIMD |
| 424 | |
| 425 | |
| 426 | static void qs8_dwconv_up1x9__scalar_lrint(benchmark::State& state, const char* net) { |
| 427 | DWConvBenchmark(state, |
| 428 | xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_lrint, |
| 429 | xnn_init_qs8_conv_minmax_fp32_scalar_lrint_params, |
| 430 | 1 /* channel tile */, 9 /* primary tile */); |
| 431 | } |
| 432 | static void qs8_dwconv_up2x9__scalar_lrint(benchmark::State& state, const char* net) { |
| 433 | DWConvBenchmark(state, |
| 434 | xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_lrint, |
| 435 | xnn_init_qs8_conv_minmax_fp32_scalar_lrint_params, |
| 436 | 2 /* channel tile */, 9 /* primary tile */); |
| 437 | } |
| 438 | static void qs8_dwconv_up4x9__scalar_lrint(benchmark::State& state, const char* net) { |
| 439 | DWConvBenchmark(state, |
| 440 | xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_lrint, |
| 441 | xnn_init_qs8_conv_minmax_fp32_scalar_lrint_params, |
| 442 | 4 /* channel tile */, 9 /* primary tile */); |
| 443 | } |
| 444 | static void qs8_dwconv_up1x9__scalar_magic(benchmark::State& state, const char* net) { |
| 445 | DWConvBenchmark(state, |
| 446 | xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_magic, |
| 447 | xnn_init_qs8_conv_minmax_fp32_scalar_magic_params, |
| 448 | 1 /* channel tile */, 9 /* primary tile */); |
| 449 | } |
| 450 | static void qs8_dwconv_up2x9__scalar_magic(benchmark::State& state, const char* net) { |
| 451 | DWConvBenchmark(state, |
| 452 | xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_magic, |
| 453 | xnn_init_qs8_conv_minmax_fp32_scalar_magic_params, |
| 454 | 2 /* channel tile */, 9 /* primary tile */); |
| 455 | } |
| 456 | static void qs8_dwconv_up4x9__scalar_magic(benchmark::State& state, const char* net) { |
| 457 | DWConvBenchmark(state, |
| 458 | xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_magic, |
| 459 | xnn_init_qs8_conv_minmax_fp32_scalar_magic_params, |
| 460 | 4 /* channel tile */, 9 /* primary tile */); |
| 461 | } |
| 462 | |
| 463 | BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_lrint); |
| 464 | BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_lrint); |
| 465 | BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_lrint); |
| 466 | |
| 467 | BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_magic); |
| 468 | BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_magic); |
| 469 | BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_magic); |
| 470 | |
| 471 | |
| 472 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 473 | BENCHMARK_MAIN(); |
| 474 | #endif |