Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2019 Google LLC |
| 5 | // |
| 6 | // This source code is licensed under the BSD-style license found in the |
| 7 | // LICENSE file in the root directory of this source tree. |
| 8 | |
| 9 | #include <stdint.h> |
| 10 | #include <stddef.h> |
| 11 | |
| 12 | #include <xnnpack/math.h> |
| 13 | #include <xnnpack/pack.h> |
| 14 | |
| 15 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 16 | void xnn_pack_f32_gemm_goi_w( |
| 17 | size_t g, |
| 18 | size_t nc, |
| 19 | size_t kc, |
| 20 | size_t nr, |
| 21 | size_t kr, |
| 22 | size_t sr, |
| 23 | const float* k, |
| 24 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 25 | float* packed_w, |
| 26 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 27 | { |
| 28 | const size_t skr = sr * kr; |
| 29 | const size_t skc = round_down_po2(kc, skr); |
| 30 | const size_t sr_mask = (sr - 1) * kr; |
| 31 | do { |
| 32 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 33 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 34 | if XNN_LIKELY(b != NULL) { |
| 35 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 36 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 37 | } |
| 38 | } |
| 39 | packed_w += nr; |
| 40 | |
| 41 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 42 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 43 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 44 | *packed_w++ = |
| 45 | k[(nr_block_start + nr_block_offset) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 46 | } |
| 47 | } |
| 48 | packed_w += (nr - nr_block_size) * kr; |
| 49 | } |
| 50 | |
| 51 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 52 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 53 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 54 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 55 | *packed_w++ = |
| 56 | k[(nr_block_start + nr_block_offset) * kc + (kr_block_start + kr_block_offset)]; |
| 57 | } |
| 58 | packed_w += kr - kr_block_size; |
| 59 | } |
| 60 | packed_w += (nr - nr_block_size) * kr; |
| 61 | } |
| 62 | } |
| 63 | k += nc * kc; |
| 64 | if XNN_UNPREDICTABLE(b != NULL) { |
| 65 | b += nc; |
| 66 | } |
| 67 | } while (--g != 0); |
| 68 | } |
| 69 | |
| 70 | void xnn_pack_f16_gemm_goi_w( |
| 71 | size_t g, |
| 72 | size_t nc, |
| 73 | size_t kc, |
| 74 | size_t nr, |
| 75 | size_t kr, |
| 76 | size_t sr, |
| 77 | const uint16_t* k, |
| 78 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 79 | uint16_t* packed_w, |
| 80 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 81 | { |
| 82 | const size_t skr = sr * kr; |
| 83 | const size_t skc = round_down_po2(kc, skr); |
| 84 | const size_t sr_mask = (sr - 1) * kr; |
| 85 | do { |
| 86 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 87 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 88 | if XNN_LIKELY(b != NULL) { |
| 89 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 90 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 91 | } |
| 92 | } |
| 93 | packed_w += nr; |
| 94 | |
| 95 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 96 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 97 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 98 | *packed_w++ = |
| 99 | k[(nr_block_start + nr_block_offset) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 100 | } |
| 101 | } |
| 102 | packed_w += (nr - nr_block_size) * kr; |
| 103 | } |
| 104 | |
| 105 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 106 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 107 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 108 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 109 | *packed_w++ = |
| 110 | k[(nr_block_start + nr_block_offset) * kc + (kr_block_start + kr_block_offset)]; |
| 111 | } |
| 112 | packed_w += kr - kr_block_size; |
| 113 | } |
| 114 | packed_w += (nr - nr_block_size) * kr; |
| 115 | } |
| 116 | } |
| 117 | k += nc * kc; |
| 118 | if XNN_UNPREDICTABLE(b != NULL) { |
| 119 | b += nc; |
| 120 | } |
| 121 | } while (--g != 0); |
| 122 | } |
| 123 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 124 | void xnn_pack_q8_gemm_goi_w( |
| 125 | size_t g, |
| 126 | size_t nc, |
| 127 | size_t kc, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 128 | size_t nr, |
| 129 | size_t kr, |
Marat Dukhan | bc08f31 | 2020-07-07 16:22:04 -0700 | [diff] [blame] | 130 | size_t sr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 131 | const uint8_t* k, |
| 132 | const int32_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 133 | void* packed_w, |
| 134 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 135 | { |
Marat Dukhan | bc08f31 | 2020-07-07 16:22:04 -0700 | [diff] [blame] | 136 | assert(sr == 1); |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 137 | const int32_t izp = (int32_t) params->input_zero_point; |
| 138 | const int32_t boff = (int32_t) kc * izp * (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 139 | do { |
| 140 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 141 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 142 | int32_t* packed_b = (int32_t*) packed_w; |
| 143 | if XNN_LIKELY(b != NULL) { |
| 144 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 145 | *((int32_t*) packed_w) = b[nr_block_start + nr_block_offset] + boff; |
| 146 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 147 | } |
| 148 | } else { |
| 149 | size_t n = nr_block_size; |
| 150 | do { |
| 151 | *((int32_t*) packed_w) = boff; |
| 152 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 153 | } while (--n != 0); |
| 154 | } |
| 155 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * sizeof(int32_t)); |
| 156 | for (size_t kr_block_start = 0; kr_block_start < kc; kr_block_start += kr) { |
| 157 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 158 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 159 | int32_t ksum = 0; |
| 160 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 161 | const uint8_t kv = k[(nr_block_start + nr_block_offset) * kc + (kr_block_start + kr_block_offset)]; |
| 162 | ksum += (int32_t) kv; |
| 163 | *((uint8_t*) packed_w) = kv; |
| 164 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(uint8_t)); |
| 165 | } |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 166 | packed_b[nr_block_offset] -= ksum * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 167 | packed_w = (void*) ((uintptr_t) packed_w + (kr - kr_block_size) * sizeof(uint8_t)); |
| 168 | } |
| 169 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * kr * sizeof(uint8_t)); |
| 170 | } |
| 171 | } |
| 172 | k += nc * kc; |
| 173 | if XNN_UNPREDICTABLE(b != NULL) { |
| 174 | b += nc; |
| 175 | } |
| 176 | } while (--g != 0); |
| 177 | } |
| 178 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 179 | void xnn_pack_f32_gemm_io_w( |
| 180 | size_t nc, |
| 181 | size_t kc, |
| 182 | size_t nr, |
| 183 | size_t kr, |
| 184 | size_t sr, |
| 185 | const float* k, |
| 186 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 187 | float* packed_w, |
| 188 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 189 | { |
| 190 | const size_t skr = sr * kr; |
| 191 | const size_t skc = round_down_po2(kc, skr); |
| 192 | const size_t sr_mask = (sr - 1) * kr; |
| 193 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 194 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 195 | if XNN_LIKELY(b != NULL) { |
| 196 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 197 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 198 | } |
| 199 | } |
| 200 | packed_w += nr; |
| 201 | |
| 202 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 203 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 204 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 205 | *packed_w++ = |
| 206 | k[(round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset) * nc + (nr_block_start + nr_block_offset)]; |
| 207 | } |
| 208 | } |
| 209 | packed_w += (nr - nr_block_size) * kr; |
| 210 | } |
| 211 | |
| 212 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 213 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 214 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 215 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 216 | *packed_w++ = |
| 217 | k[(kr_block_start + kr_block_offset) * nc + (nr_block_start + nr_block_offset)]; |
| 218 | } |
| 219 | packed_w += kr - kr_block_size; |
| 220 | } |
| 221 | packed_w += (nr - nr_block_size) * kr; |
| 222 | } |
| 223 | } |
| 224 | } |
| 225 | |
| 226 | void xnn_pack_f16_gemm_io_w( |
| 227 | size_t nc, |
| 228 | size_t kc, |
| 229 | size_t nr, |
| 230 | size_t kr, |
| 231 | size_t sr, |
| 232 | const uint16_t* k, |
| 233 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 234 | uint16_t* packed_w, |
| 235 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 236 | { |
| 237 | const size_t skr = sr * kr; |
| 238 | const size_t skc = round_down_po2(kc, skr); |
| 239 | const size_t sr_mask = (sr - 1) * kr; |
| 240 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 241 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 242 | if XNN_LIKELY(b != NULL) { |
| 243 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 244 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 245 | } |
| 246 | } |
| 247 | packed_w += nr; |
| 248 | |
| 249 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 250 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 251 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 252 | *packed_w++ = |
| 253 | k[(round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset) * nc + (nr_block_start + nr_block_offset)]; |
| 254 | } |
| 255 | } |
| 256 | packed_w += (nr - nr_block_size) * kr; |
| 257 | } |
| 258 | |
| 259 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 260 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 261 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 262 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 263 | *packed_w++ = |
| 264 | k[(kr_block_start + kr_block_offset) * nc + (nr_block_start + nr_block_offset)]; |
| 265 | } |
| 266 | packed_w += kr - kr_block_size; |
| 267 | } |
| 268 | packed_w += (nr - nr_block_size) * kr; |
| 269 | } |
| 270 | } |
| 271 | } |
| 272 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 273 | void xnn_pack_q8_gemm_io_w( |
| 274 | size_t nc, |
| 275 | size_t kc, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 276 | size_t nr, |
| 277 | size_t kr, |
Marat Dukhan | bc08f31 | 2020-07-07 16:22:04 -0700 | [diff] [blame] | 278 | size_t sr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 279 | const uint8_t* k, |
| 280 | const int32_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 281 | void* packed_w, |
| 282 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 283 | { |
Marat Dukhan | bc08f31 | 2020-07-07 16:22:04 -0700 | [diff] [blame] | 284 | assert(sr == 1); |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 285 | const int32_t izp = (int32_t) params->input_zero_point; |
| 286 | const int32_t boff = (int32_t) kc * izp * (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 287 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 288 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 289 | int32_t* packed_b = (int32_t*) packed_w; |
| 290 | if XNN_LIKELY(b != NULL) { |
| 291 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 292 | *((int32_t*) packed_w) = b[nr_block_start + nr_block_offset] + boff; |
| 293 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 294 | } |
| 295 | } else { |
| 296 | size_t n = nr_block_size; |
| 297 | do { |
| 298 | *((int32_t*) packed_w) = boff; |
| 299 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 300 | } while (--n != 0); |
| 301 | } |
| 302 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * sizeof(int32_t)); |
| 303 | for (size_t kr_block_start = 0; kr_block_start < kc; kr_block_start += kr) { |
| 304 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 305 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 306 | int32_t ksum = 0; |
| 307 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 308 | const uint8_t kv = k[(kr_block_start + kr_block_offset) * nc + (nr_block_start + nr_block_offset)]; |
| 309 | ksum += (int32_t) kv; |
| 310 | *((uint8_t*) packed_w) = kv; |
| 311 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(uint8_t)); |
| 312 | } |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 313 | packed_b[nr_block_offset] -= ksum * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 314 | packed_w = (void*) ((uintptr_t) packed_w + (kr - kr_block_size) * sizeof(uint8_t)); |
| 315 | } |
| 316 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * kr * sizeof(uint8_t)); |
| 317 | } |
| 318 | } |
| 319 | } |
| 320 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 321 | void xnn_pack_f32_conv_goki_w( |
| 322 | size_t g, |
| 323 | size_t nc, |
| 324 | size_t ks, |
| 325 | size_t kc, |
| 326 | size_t nr, |
| 327 | size_t kr, |
| 328 | size_t sr, |
| 329 | const float* k, |
| 330 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 331 | float* packed_w, |
| 332 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 333 | { |
| 334 | const size_t skr = sr * kr; |
| 335 | const size_t skc = round_down_po2(kc, skr); |
| 336 | const size_t sr_mask = (sr - 1) * kr; |
| 337 | do { |
| 338 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 339 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 340 | if XNN_LIKELY(b != NULL) { |
| 341 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 342 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 343 | } |
| 344 | } |
| 345 | packed_w += nr; |
| 346 | |
| 347 | for (size_t ki = 0; ki < ks; ki++) { |
| 348 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 349 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 350 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 351 | *packed_w++ = |
| 352 | k[((nr_block_start + nr_block_offset) * ks + ki) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 353 | } |
| 354 | } |
| 355 | packed_w += (nr - nr_block_size) * kr; |
| 356 | } |
| 357 | |
| 358 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 359 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 360 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 361 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 362 | *packed_w++ = |
| 363 | k[((nr_block_start + nr_block_offset) * ks + ki) * kc + (kr_block_start + kr_block_offset)]; |
| 364 | } |
| 365 | packed_w += kr - kr_block_size; |
| 366 | } |
| 367 | packed_w += (nr - nr_block_size) * kr; |
| 368 | } |
| 369 | } |
| 370 | } |
| 371 | k += ks * kc * nc; |
| 372 | if XNN_UNPREDICTABLE(b != NULL) { |
| 373 | b += nc; |
| 374 | } |
| 375 | } while (--g != 0); |
| 376 | } |
| 377 | |
| 378 | void xnn_pack_f16_conv_goki_w( |
| 379 | size_t g, |
| 380 | size_t nc, |
| 381 | size_t ks, |
| 382 | size_t kc, |
| 383 | size_t nr, |
| 384 | size_t kr, |
| 385 | size_t sr, |
| 386 | const uint16_t* k, |
| 387 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 388 | uint16_t* packed_w, |
| 389 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 390 | { |
| 391 | const size_t skr = sr * kr; |
| 392 | const size_t skc = round_down_po2(kc, skr); |
| 393 | const size_t sr_mask = (sr - 1) * kr; |
| 394 | do { |
| 395 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 396 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 397 | if XNN_LIKELY(b != NULL) { |
| 398 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 399 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 400 | } |
| 401 | } |
| 402 | packed_w += nr; |
| 403 | |
| 404 | for (size_t ki = 0; ki < ks; ki++) { |
| 405 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 406 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 407 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 408 | *packed_w++ = |
| 409 | k[((nr_block_start + nr_block_offset) * ks + ki) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 410 | } |
| 411 | } |
| 412 | packed_w += (nr - nr_block_size) * kr; |
| 413 | } |
| 414 | |
| 415 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 416 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 417 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 418 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 419 | *packed_w++ = |
| 420 | k[((nr_block_start + nr_block_offset) * ks + ki) * kc + (kr_block_start + kr_block_offset)]; |
| 421 | } |
| 422 | packed_w += kr - kr_block_size; |
| 423 | } |
| 424 | packed_w += (nr - nr_block_size) * kr; |
| 425 | } |
| 426 | } |
| 427 | } |
| 428 | k += ks * kc * nc; |
| 429 | if XNN_UNPREDICTABLE(b != NULL) { |
| 430 | b += nc; |
| 431 | } |
| 432 | } while (--g != 0); |
| 433 | } |
| 434 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 435 | void xnn_pack_q8_conv_goki_w( |
| 436 | size_t g, |
| 437 | size_t nc, |
| 438 | size_t ks, |
| 439 | size_t kc, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 440 | size_t nr, |
| 441 | size_t kr, |
Marat Dukhan | 5a698bb | 2020-07-07 20:47:55 -0700 | [diff] [blame^] | 442 | size_t sr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 443 | const uint8_t* k, |
| 444 | const int32_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 445 | void* packed_w, |
| 446 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 447 | { |
Marat Dukhan | 5a698bb | 2020-07-07 20:47:55 -0700 | [diff] [blame^] | 448 | assert(sr == 1); |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 449 | const int32_t izp = (int32_t) params->input_zero_point; |
| 450 | const int32_t boff = (int32_t) ks * (int32_t) kc * izp * (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 451 | do { |
| 452 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 453 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 454 | int32_t* packed_b = (int32_t*) packed_w; |
| 455 | if XNN_LIKELY(b != NULL) { |
| 456 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 457 | *((int32_t*) packed_w) = b[nr_block_start + nr_block_offset] + boff; |
| 458 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 459 | } |
| 460 | } else { |
| 461 | size_t n = nr_block_size; |
| 462 | do { |
| 463 | *((int32_t*) packed_w) = boff; |
| 464 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 465 | } while (--n != 0); |
| 466 | } |
| 467 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * sizeof(int32_t)); |
| 468 | for (size_t ki = 0; ki < ks; ki++) { |
| 469 | for (size_t kr_block_start = 0; kr_block_start < kc; kr_block_start += kr) { |
| 470 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 471 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 472 | int32_t ksum = 0; |
| 473 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 474 | const uint8_t kv = |
| 475 | k[((nr_block_start + nr_block_offset) * ks + ki) * kc + (kr_block_start + kr_block_offset)]; |
| 476 | ksum += (int32_t) kv; |
| 477 | *((uint8_t*) packed_w) = kv; |
| 478 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(uint8_t)); |
| 479 | } |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 480 | packed_b[nr_block_offset] -= ksum * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 481 | packed_w = (void*) ((uintptr_t) packed_w + (kr - kr_block_size) * sizeof(uint8_t)); |
| 482 | } |
| 483 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * kr * sizeof(uint8_t)); |
| 484 | } |
| 485 | } |
| 486 | } |
| 487 | k += ks * kc * nc; |
| 488 | if XNN_UNPREDICTABLE(b != NULL) { |
| 489 | b += nc; |
| 490 | } |
| 491 | } while (--g != 0); |
| 492 | } |
| 493 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 494 | void xnn_pack_f32_conv_kgo_w( |
| 495 | size_t g, |
| 496 | size_t nc, |
| 497 | size_t ks, |
| 498 | size_t nr, |
| 499 | size_t kr, |
| 500 | const float* k, |
| 501 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 502 | float* packed_w, |
| 503 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 504 | { |
| 505 | for (size_t i = 0; i < g; i++) { |
| 506 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 507 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 508 | if XNN_LIKELY(b != NULL) { |
| 509 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 510 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 511 | } |
| 512 | } |
| 513 | packed_w += nr; |
| 514 | for (size_t ki = 0; ki < ks; ki++) { |
| 515 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 516 | *packed_w = |
| 517 | k[ki * g * nc + (nr_block_start + nr_block_offset)]; |
| 518 | packed_w += kr; |
| 519 | } |
| 520 | packed_w += (nr - nr_block_size) * kr; |
| 521 | } |
| 522 | } |
| 523 | k += nc; |
| 524 | if XNN_UNPREDICTABLE(b != NULL) { |
| 525 | b += nc; |
| 526 | } |
| 527 | } |
| 528 | } |
| 529 | |
| 530 | void xnn_pack_f16_conv_kgo_w( |
| 531 | size_t g, |
| 532 | size_t nc, |
| 533 | size_t ks, |
| 534 | size_t nr, |
| 535 | size_t kr, |
| 536 | const uint16_t* k, |
| 537 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 538 | uint16_t* packed_w, |
| 539 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 540 | { |
| 541 | for (size_t i = 0; i < g; i++) { |
| 542 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 543 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 544 | if XNN_LIKELY(b != NULL) { |
| 545 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 546 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 547 | } |
| 548 | } |
| 549 | packed_w += nr; |
| 550 | for (size_t ki = 0; ki < ks; ki++) { |
| 551 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 552 | *packed_w = |
| 553 | k[ki * g * nc + (nr_block_start + nr_block_offset)]; |
| 554 | packed_w += kr; |
| 555 | } |
| 556 | packed_w += (nr - nr_block_size) * kr; |
| 557 | } |
| 558 | } |
| 559 | k += nc; |
| 560 | if XNN_UNPREDICTABLE(b != NULL) { |
| 561 | b += nc; |
| 562 | } |
| 563 | } |
| 564 | } |
| 565 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 566 | void xnn_pack_q8_conv_kgo_w( |
| 567 | size_t g, |
| 568 | size_t nc, |
| 569 | size_t ks, |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 570 | size_t nr, |
| 571 | size_t kr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 572 | const uint8_t* k, |
| 573 | const int32_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 574 | void* packed_w, |
| 575 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 576 | { |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 577 | const int32_t izp = (int32_t) params->input_zero_point; |
| 578 | const int32_t boff = (int32_t) ks * izp * (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 579 | for (size_t i = 0; i < g; i++) { |
| 580 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 581 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 582 | int32_t* packed_b = (int32_t*) packed_w; |
| 583 | if XNN_LIKELY(b != NULL) { |
| 584 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 585 | *((int32_t*) packed_w) = b[nr_block_start + nr_block_offset] + boff; |
| 586 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 587 | } |
| 588 | } else { |
| 589 | size_t n = nr_block_size; |
| 590 | do { |
| 591 | *((int32_t*) packed_w) = boff; |
| 592 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 593 | } while (--n != 0); |
| 594 | } |
| 595 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * sizeof(int32_t)); |
| 596 | for (size_t ki = 0; ki < ks; ki++) { |
| 597 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 598 | const uint8_t kv = |
| 599 | k[ki * g * nc + (nr_block_start + nr_block_offset)]; |
| 600 | *((uint8_t*) packed_w) = kv; |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 601 | packed_b[nr_block_offset] -= (int32_t) kv * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 602 | packed_w = (void*) ((uintptr_t) packed_w + kr * sizeof(uint8_t)); |
| 603 | } |
| 604 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * kr * sizeof(uint8_t)); |
| 605 | } |
| 606 | } |
| 607 | k += nc; |
| 608 | if XNN_UNPREDICTABLE(b != NULL) { |
| 609 | b += nc; |
| 610 | } |
| 611 | } |
| 612 | } |
| 613 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 614 | void xnn_pack_f32_deconv_goki_w( |
| 615 | size_t g, |
| 616 | size_t nc, |
| 617 | size_t kh, |
| 618 | size_t kw, |
| 619 | size_t kc, |
| 620 | size_t sh, |
| 621 | size_t sw, |
| 622 | size_t nr, |
| 623 | size_t kr, |
| 624 | size_t sr, |
| 625 | const float* k, |
| 626 | const float* b, |
| 627 | float* packed_w, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 628 | struct subconvolution_params* subconv_params, |
| 629 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 630 | { |
| 631 | const size_t skr = sr * kr; |
| 632 | const size_t skc = round_down_po2(kc, skr); |
| 633 | const size_t sr_mask = (sr - 1) * kr; |
| 634 | for (size_t i = 0; i < g; i++) { |
| 635 | for (size_t oy = 0; oy < sh; oy++) { |
| 636 | for (size_t ox = 0; ox < sw; ox++) { |
| 637 | if (i == 0) { |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 638 | (*subconv_params++).weights = packed_w; |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 639 | } |
| 640 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 641 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 642 | if XNN_LIKELY(b != NULL) { |
| 643 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 644 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 645 | } |
| 646 | } |
| 647 | packed_w += nr; |
| 648 | for (size_t ky = oy; ky < kh; ky += sh) { |
| 649 | for (size_t kx = ox; kx < kw; kx += sw) { |
| 650 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 651 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 652 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 653 | *packed_w++ = |
| 654 | k[(((nr_block_start + nr_block_offset) * kh + ky) * kw + kx) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 655 | } |
| 656 | } |
| 657 | packed_w += (nr - nr_block_size) * kr; |
| 658 | } |
| 659 | |
| 660 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 661 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 662 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 663 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 664 | *packed_w++ = |
| 665 | k[(((nr_block_start + nr_block_offset) * kh + ky) * kw + kx) * kc + (kr_block_start + kr_block_offset)]; |
| 666 | } |
| 667 | packed_w += kr - kr_block_size; |
| 668 | } |
| 669 | packed_w += (nr - nr_block_size) * kr; |
| 670 | } |
| 671 | } |
| 672 | } |
| 673 | } |
| 674 | } |
| 675 | } |
| 676 | k += kh * kw * kc * nc; |
| 677 | if XNN_UNPREDICTABLE(b != NULL) { |
| 678 | b += nc; |
| 679 | } |
| 680 | } |
| 681 | } |
| 682 | |
| 683 | void xnn_pack_f16_deconv_goki_w( |
| 684 | size_t g, |
| 685 | size_t nc, |
| 686 | size_t kh, |
| 687 | size_t kw, |
| 688 | size_t kc, |
| 689 | size_t sh, |
| 690 | size_t sw, |
| 691 | size_t nr, |
| 692 | size_t kr, |
| 693 | size_t sr, |
| 694 | const uint16_t* k, |
| 695 | const uint16_t* b, |
| 696 | uint16_t* packed_w, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 697 | struct subconvolution_params* subconv_params, |
| 698 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 699 | { |
| 700 | const size_t skr = sr * kr; |
| 701 | const size_t skc = round_down_po2(kc, skr); |
| 702 | const size_t sr_mask = (sr - 1) * kr; |
| 703 | for (size_t i = 0; i < g; i++) { |
| 704 | for (size_t oy = 0; oy < sh; oy++) { |
| 705 | for (size_t ox = 0; ox < sw; ox++) { |
| 706 | if (i == 0) { |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 707 | (*subconv_params++).weights = packed_w; |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 708 | } |
| 709 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 710 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 711 | if XNN_LIKELY(b != NULL) { |
| 712 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 713 | packed_w[nr_block_offset] = b[nr_block_start + nr_block_offset]; |
| 714 | } |
| 715 | } |
| 716 | packed_w += nr; |
| 717 | for (size_t ky = oy; ky < kh; ky += sh) { |
| 718 | for (size_t kx = ox; kx < kw; kx += sw) { |
| 719 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 720 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 721 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 722 | *packed_w++ = |
| 723 | k[(((nr_block_start + nr_block_offset) * kh + ky) * kw + kx) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 724 | } |
| 725 | } |
| 726 | packed_w += (nr - nr_block_size) * kr; |
| 727 | } |
| 728 | |
| 729 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 730 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 731 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 732 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 733 | *packed_w++ = |
| 734 | k[(((nr_block_start + nr_block_offset) * kh + ky) * kw + kx) * kc + (kr_block_start + kr_block_offset)]; |
| 735 | } |
| 736 | packed_w += kr - kr_block_size; |
| 737 | } |
| 738 | packed_w += (nr - nr_block_size) * kr; |
| 739 | } |
| 740 | } |
| 741 | } |
| 742 | } |
| 743 | } |
| 744 | } |
| 745 | k += kh * kw * kc * nc; |
| 746 | if XNN_UNPREDICTABLE(b != NULL) { |
| 747 | b += nc; |
| 748 | } |
| 749 | } |
| 750 | } |
| 751 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 752 | void xnn_pack_q8_deconv_goki_w( |
| 753 | size_t g, |
| 754 | size_t nc, |
| 755 | size_t kh, |
| 756 | size_t kw, |
| 757 | size_t kc, |
| 758 | size_t sh, |
| 759 | size_t sw, |
| 760 | size_t nr, |
| 761 | size_t kr, |
Marat Dukhan | 5a698bb | 2020-07-07 20:47:55 -0700 | [diff] [blame^] | 762 | size_t sr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 763 | const uint8_t* k, |
| 764 | const int32_t* b, |
| 765 | void* packed_w, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 766 | struct subconvolution_params* subconv_params, |
| 767 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 768 | { |
Marat Dukhan | 5a698bb | 2020-07-07 20:47:55 -0700 | [diff] [blame^] | 769 | assert(sr == 1); |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 770 | const int32_t izp = (int32_t) params->input_zero_point; |
| 771 | const int32_t kzp = (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 772 | for (size_t i = 0; i < g; i++) { |
| 773 | for (size_t oy = 0; oy < sh; oy++) { |
| 774 | for (size_t ox = 0; ox < sw; ox++) { |
| 775 | if (i == 0) { |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 776 | (*subconv_params++).weights = packed_w; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 777 | } |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 778 | const int32_t boff = (int32_t) divide_round_up(kh - oy, sh) * (int32_t) divide_round_up(kw - ox, sw) * (int32_t) kc * izp * kzp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 779 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 780 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 781 | int32_t* packed_b = (int32_t*) packed_w; |
| 782 | if XNN_LIKELY(b != 0) { |
| 783 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 784 | *((int32_t*) packed_w) = b[nr_block_start + nr_block_offset] + boff; |
| 785 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 786 | } |
| 787 | } else { |
| 788 | size_t n = nr_block_size; |
| 789 | do { |
| 790 | *((int32_t*) packed_w) = boff; |
| 791 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 792 | } while (--n != 0); |
| 793 | } |
| 794 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * sizeof(int32_t)); |
| 795 | for (size_t ky = oy; ky < kh; ky += sh) { |
| 796 | for (size_t kx = ox; kx < kw; kx += sw) { |
| 797 | for (size_t kr_block_start = 0; kr_block_start < kc; kr_block_start += kr) { |
| 798 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 799 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 800 | int32_t ksum = 0; |
| 801 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 802 | const uint8_t kv = |
| 803 | k[(((nr_block_start + nr_block_offset) * kh + ky) * kw + kx) * kc + (kr_block_start + kr_block_offset)]; |
| 804 | ksum += (int32_t) kv; |
| 805 | *((uint8_t*) packed_w) = kv; |
| 806 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(uint8_t)); |
| 807 | } |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 808 | packed_b[nr_block_offset] -= ksum * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 809 | packed_w = (void*) ((uintptr_t) packed_w + (kr - kr_block_size) * sizeof(uint8_t)); |
| 810 | } |
| 811 | packed_w = (void*) ((uintptr_t) packed_w + (nr - nr_block_size) * kr * sizeof(uint8_t)); |
| 812 | } |
| 813 | } |
| 814 | } |
| 815 | } |
| 816 | } |
| 817 | } |
| 818 | k += kh * kw * kc * nc; |
| 819 | if XNN_UNPREDICTABLE(b != NULL) { |
| 820 | b += nc; |
| 821 | } |
| 822 | } |
| 823 | } |
| 824 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 825 | void xnn_pack_f32_dwconv_ghw_w( |
| 826 | size_t h, |
| 827 | size_t w, |
| 828 | size_t c, |
| 829 | size_t cr, |
| 830 | const float* k, |
| 831 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 832 | float* packed_w, |
| 833 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 834 | { |
| 835 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 836 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 837 | if XNN_LIKELY(b != NULL) { |
| 838 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 839 | *packed_w++ = b[cr_block_start + cr_block_offset]; |
| 840 | } |
| 841 | } else { |
| 842 | size_t n = cr_block_size; |
| 843 | do { |
| 844 | *packed_w++ = 0.0f; |
| 845 | } while (--n != 0); |
| 846 | } |
| 847 | packed_w += cr - cr_block_size; |
| 848 | for (size_t x = 0; x < w; x++) { |
| 849 | for (size_t y = 0; y < h; y++) { |
| 850 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 851 | const float kv = k[((cr_block_start + cr_block_offset) * h + y) * w + x]; |
| 852 | *packed_w++ = kv; |
| 853 | } |
| 854 | packed_w += cr - cr_block_size; |
| 855 | } |
| 856 | } |
| 857 | } |
| 858 | } |
| 859 | |
| 860 | void xnn_pack_f16_dwconv_ghw_w( |
| 861 | size_t h, |
| 862 | size_t w, |
| 863 | size_t c, |
| 864 | size_t cr, |
| 865 | const uint16_t* k, |
| 866 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 867 | uint16_t* packed_w, |
| 868 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 869 | { |
| 870 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 871 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 872 | if XNN_LIKELY(b != NULL) { |
| 873 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 874 | *packed_w++ = b[cr_block_start + cr_block_offset]; |
| 875 | } |
| 876 | } else { |
| 877 | size_t n = cr_block_size; |
| 878 | do { |
| 879 | *packed_w++ = 0; |
| 880 | } while (--n != 0); |
| 881 | } |
| 882 | packed_w += cr - cr_block_size; |
| 883 | for (size_t x = 0; x < w; x++) { |
| 884 | for (size_t y = 0; y < h; y++) { |
| 885 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 886 | const uint16_t kv = k[((cr_block_start + cr_block_offset) * h + y) * w + x]; |
| 887 | *packed_w++ = kv; |
| 888 | } |
| 889 | packed_w += cr - cr_block_size; |
| 890 | } |
| 891 | } |
| 892 | } |
| 893 | } |
| 894 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 895 | void xnn_pack_q8_dwconv_ghw_w( |
| 896 | size_t h, |
| 897 | size_t w, |
| 898 | size_t c, |
| 899 | size_t cr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 900 | const uint8_t* k, |
| 901 | const int32_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 902 | void* packed_w, |
| 903 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 904 | { |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 905 | const int32_t izp = (int32_t) params->input_zero_point; |
| 906 | const int32_t boff = (int32_t) h * (int32_t) w * izp * (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 907 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 908 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 909 | int32_t* packed_b = (int32_t*) packed_w; |
| 910 | if XNN_LIKELY(b != NULL) { |
| 911 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 912 | *((int32_t*) packed_w) = b[cr_block_start + cr_block_offset] + boff; |
| 913 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 914 | } |
| 915 | } else { |
| 916 | size_t n = cr_block_size; |
| 917 | do { |
| 918 | *((int32_t*) packed_w) = boff; |
| 919 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 920 | } while (--n != 0); |
| 921 | } |
| 922 | packed_w = (void*) ((uintptr_t) packed_w + (cr - cr_block_size) * sizeof(int32_t)); |
| 923 | for (size_t x = 0; x < w; x++) { |
| 924 | for (size_t y = 0; y < h; y++) { |
| 925 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 926 | const uint8_t kv = k[((cr_block_start + cr_block_offset) * h + y) * w + x]; |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 927 | packed_b[cr_block_offset] -= (int32_t) kv * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 928 | *((uint8_t*) packed_w) = kv; |
| 929 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(uint8_t)); |
| 930 | } |
| 931 | packed_w = (void*) ((uintptr_t) packed_w + (cr - cr_block_size) * sizeof(uint8_t)); |
| 932 | } |
| 933 | } |
| 934 | } |
| 935 | } |
| 936 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 937 | void xnn_pack_f32_dwconv_hwg_w( |
| 938 | size_t h, |
| 939 | size_t w, |
| 940 | size_t c, |
| 941 | size_t cr, |
| 942 | const float* k, |
| 943 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 944 | float* packed_w, |
| 945 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 946 | { |
| 947 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 948 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 949 | if XNN_LIKELY(b != NULL) { |
| 950 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 951 | *packed_w++ = b[cr_block_start + cr_block_offset]; |
| 952 | } |
| 953 | } else { |
| 954 | size_t n = cr_block_size; |
| 955 | do { |
| 956 | *packed_w++ = 0.0f; |
| 957 | } while (--n != 0); |
| 958 | } |
| 959 | packed_w += cr - cr_block_size; |
| 960 | for (size_t x = 0; x < w; x++) { |
| 961 | for (size_t y = 0; y < h; y++) { |
| 962 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 963 | const float kv = k[(y * w + x) * c + (cr_block_start + cr_block_offset)]; |
| 964 | *packed_w++ = kv; |
| 965 | } |
| 966 | packed_w += cr - cr_block_size; |
| 967 | } |
| 968 | } |
| 969 | } |
| 970 | } |
| 971 | |
| 972 | void xnn_pack_f16_dwconv_hwg_w( |
| 973 | size_t h, |
| 974 | size_t w, |
| 975 | size_t c, |
| 976 | size_t cr, |
| 977 | const uint16_t* k, |
| 978 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 979 | uint16_t* packed_w, |
| 980 | const void* params) |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 981 | { |
| 982 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 983 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 984 | if XNN_LIKELY(b != NULL) { |
| 985 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 986 | *packed_w++ = b[cr_block_start + cr_block_offset]; |
| 987 | } |
| 988 | } else { |
| 989 | size_t n = cr_block_size; |
| 990 | do { |
| 991 | *packed_w++ = 0; |
| 992 | } while (--n != 0); |
| 993 | } |
| 994 | packed_w += cr - cr_block_size; |
| 995 | for (size_t x = 0; x < w; x++) { |
| 996 | for (size_t y = 0; y < h; y++) { |
| 997 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 998 | const uint16_t kv = k[(y * w + x) * c + (cr_block_start + cr_block_offset)]; |
| 999 | *packed_w++ = kv; |
| 1000 | } |
| 1001 | packed_w += cr - cr_block_size; |
| 1002 | } |
| 1003 | } |
| 1004 | } |
| 1005 | } |
| 1006 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1007 | void xnn_pack_q8_dwconv_hwg_w( |
| 1008 | size_t h, |
| 1009 | size_t w, |
| 1010 | size_t c, |
| 1011 | size_t cr, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1012 | const uint8_t* k, |
| 1013 | const int32_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1014 | void* packed_w, |
| 1015 | const struct xnn_q8_packing_params* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1016 | { |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1017 | const int32_t izp = (int32_t) params->input_zero_point; |
| 1018 | const int32_t boff = (int32_t) h * (int32_t) w * izp * (int32_t) params->kernel_zero_point; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1019 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 1020 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 1021 | int32_t* packed_b = (int32_t*) packed_w; |
| 1022 | if XNN_LIKELY(b != NULL) { |
| 1023 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 1024 | *((int32_t*) packed_w) = b[cr_block_start + cr_block_offset] + boff; |
| 1025 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 1026 | } |
| 1027 | } else { |
| 1028 | size_t n = cr_block_size; |
| 1029 | do { |
| 1030 | *((int32_t*) packed_w) = boff; |
| 1031 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(int32_t)); |
| 1032 | } while (--n != 0); |
| 1033 | } |
| 1034 | packed_w = (void*) ((uintptr_t) packed_w + (cr - cr_block_size) * sizeof(int32_t)); |
| 1035 | for (size_t x = 0; x < w; x++) { |
| 1036 | for (size_t y = 0; y < h; y++) { |
| 1037 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 1038 | const uint8_t kv = k[(y * w + x) * c + (cr_block_start + cr_block_offset)]; |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1039 | packed_b[cr_block_offset] -= (int32_t) kv * izp; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1040 | *((uint8_t*) packed_w) = kv; |
| 1041 | packed_w = (void*) ((uintptr_t) packed_w + sizeof(uint8_t)); |
| 1042 | } |
| 1043 | packed_w = (void*) ((uintptr_t) packed_w + (cr - cr_block_size) * sizeof(uint8_t)); |
| 1044 | } |
| 1045 | } |
| 1046 | } |
| 1047 | } |
| 1048 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1049 | void xnn_pack_f32_gemminc_goi_w( |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1050 | size_t g, |
| 1051 | size_t nc, |
| 1052 | size_t kc, |
| 1053 | size_t nr, |
| 1054 | size_t kr, |
| 1055 | size_t sr, |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1056 | const float* k, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1057 | float* packed_w, |
| 1058 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1059 | { |
| 1060 | const size_t skr = sr * kr; |
| 1061 | const size_t skc = round_down_po2(kc, skr); |
| 1062 | const size_t sr_mask = (sr - 1) * kr; |
| 1063 | do { |
| 1064 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 1065 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1066 | |
| 1067 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 1068 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 1069 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 1070 | *packed_w++ = |
| 1071 | k[(nr_block_start + nr_block_offset) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 1072 | } |
| 1073 | } |
| 1074 | packed_w += (nr - nr_block_size) * kr; |
| 1075 | } |
| 1076 | |
| 1077 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 1078 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 1079 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 1080 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 1081 | *packed_w++ = |
| 1082 | k[(nr_block_start + nr_block_offset) * kc + (kr_block_start + kr_block_offset)]; |
| 1083 | } |
| 1084 | packed_w += kr - kr_block_size; |
| 1085 | } |
| 1086 | packed_w += (nr - nr_block_size) * kr; |
| 1087 | } |
| 1088 | } |
| 1089 | k += nc * kc; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1090 | } while (--g != 0); |
| 1091 | } |
| 1092 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1093 | void xnn_pack_f16_gemminc_goi_w( |
| 1094 | size_t g, |
| 1095 | size_t nc, |
| 1096 | size_t kc, |
| 1097 | size_t nr, |
| 1098 | size_t kr, |
| 1099 | size_t sr, |
| 1100 | const uint16_t* k, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1101 | uint16_t* packed_w, |
| 1102 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1103 | { |
| 1104 | const size_t skr = sr * kr; |
| 1105 | const size_t skc = round_down_po2(kc, skr); |
| 1106 | const size_t sr_mask = (sr - 1) * kr; |
| 1107 | do { |
| 1108 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 1109 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 1110 | |
| 1111 | for (size_t kr_block_start = 0; kr_block_start < skc; kr_block_start += kr) { |
| 1112 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 1113 | for (size_t kr_block_offset = 0; kr_block_offset < kr; kr_block_offset++) { |
| 1114 | *packed_w++ = |
| 1115 | k[(nr_block_start + nr_block_offset) * kc + round_down_po2(kr_block_start, skr) + ((kr_block_start + nr_block_offset * kr) & sr_mask) + kr_block_offset]; |
| 1116 | } |
| 1117 | } |
| 1118 | packed_w += (nr - nr_block_size) * kr; |
| 1119 | } |
| 1120 | |
| 1121 | for (size_t kr_block_start = skc; kr_block_start < kc; kr_block_start += kr) { |
| 1122 | const size_t kr_block_size = min(kc - kr_block_start, kr); |
| 1123 | for (size_t nr_block_offset = 0; nr_block_offset < nr_block_size; nr_block_offset++) { |
| 1124 | for (size_t kr_block_offset = 0; kr_block_offset < kr_block_size; kr_block_offset++) { |
| 1125 | *packed_w++ = |
| 1126 | k[(nr_block_start + nr_block_offset) * kc + (kr_block_start + kr_block_offset)]; |
| 1127 | } |
| 1128 | packed_w += kr - kr_block_size; |
| 1129 | } |
| 1130 | packed_w += (nr - nr_block_size) * kr; |
| 1131 | } |
| 1132 | } |
| 1133 | k += nc * kc; |
| 1134 | } while (--g != 0); |
| 1135 | } |
| 1136 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1137 | void xnn_pack_f32_dconv_oki_w( |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1138 | size_t nc, |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1139 | size_t kc, |
| 1140 | size_t nr, |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1141 | size_t kh, |
| 1142 | size_t kw, |
| 1143 | const float* k, |
| 1144 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1145 | float* packed_w, |
| 1146 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1147 | { |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1148 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 1149 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 1150 | if XNN_LIKELY(b != NULL) { |
| 1151 | for (size_t nr_block_offset = 0; nr_block_offset < nr; nr_block_offset++) { |
| 1152 | *packed_w++ = b[min(nr_block_offset, nr_block_size - 1)]; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1153 | } |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1154 | } else { |
| 1155 | size_t n = nr; |
| 1156 | do { |
| 1157 | *packed_w++ = 0.0f; |
| 1158 | } while (--n != 0); |
| 1159 | } |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1160 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1161 | for (size_t kx = 0; kx < kw; kx++) { |
| 1162 | for (size_t c = 0; c < kc; c++) { |
| 1163 | for (size_t ky = 0; ky < kh; ky++) { |
| 1164 | for (size_t nr_block_offset = 0; nr_block_offset < nr; nr_block_offset++) { |
| 1165 | *packed_w++ = k[(((nr_block_start + min(nr_block_offset, nr_block_size - 1)) * kh + ky) * kw + kx) * kc + c]; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1166 | } |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1167 | } |
| 1168 | } |
| 1169 | } |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1170 | if XNN_UNPREDICTABLE(b != NULL) { |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1171 | b += nr; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1172 | } |
| 1173 | } |
| 1174 | } |
| 1175 | |
| 1176 | void xnn_pack_f16_dconv_oki_w( |
| 1177 | size_t nc, |
| 1178 | size_t kc, |
| 1179 | size_t nr, |
| 1180 | size_t kh, |
| 1181 | size_t kw, |
| 1182 | const uint16_t* k, |
| 1183 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1184 | uint16_t* packed_w, |
| 1185 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1186 | { |
| 1187 | for (size_t nr_block_start = 0; nr_block_start < nc; nr_block_start += nr) { |
| 1188 | const size_t nr_block_size = min(nc - nr_block_start, nr); |
| 1189 | if XNN_LIKELY(b != NULL) { |
| 1190 | for (size_t nr_block_offset = 0; nr_block_offset < nr; nr_block_offset++) { |
| 1191 | *packed_w++ = b[min(nr_block_offset, nr_block_size - 1)]; |
| 1192 | } |
| 1193 | } else { |
| 1194 | size_t n = nr; |
| 1195 | do { |
| 1196 | *packed_w++ = 0; |
| 1197 | } while (--n != 0); |
| 1198 | } |
| 1199 | |
| 1200 | for (size_t kx = 0; kx < kw; kx++) { |
| 1201 | for (size_t c = 0; c < kc; c++) { |
| 1202 | for (size_t ky = 0; ky < kh; ky++) { |
| 1203 | for (size_t nr_block_offset = 0; nr_block_offset < nr; nr_block_offset++) { |
| 1204 | *packed_w++ = k[(((nr_block_start + min(nr_block_offset, nr_block_size - 1)) * kh + ky) * kw + kx) * kc + c]; |
| 1205 | } |
| 1206 | } |
| 1207 | } |
| 1208 | } |
| 1209 | if XNN_UNPREDICTABLE(b != NULL) { |
| 1210 | b += nr; |
| 1211 | } |
| 1212 | } |
| 1213 | } |
| 1214 | |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1215 | void xnn_pack_f32_chw_dwconv_ghw_w( |
| 1216 | size_t kernel_size, |
| 1217 | size_t groups, |
| 1218 | const float* kernel, |
| 1219 | const float* bias, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1220 | float* packed_weights, |
| 1221 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1222 | { |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1223 | for (size_t g = 0; g < groups; g++) { |
| 1224 | if XNN_LIKELY(bias != NULL) { |
| 1225 | *packed_weights = *bias++; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1226 | } else { |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1227 | *packed_weights = 0.0f; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1228 | } |
Marat Dukhan | a6879bd | 2020-07-06 14:25:08 -0700 | [diff] [blame] | 1229 | packed_weights += 1; |
| 1230 | for (size_t i = 0; i < kernel_size; i++) { |
| 1231 | *packed_weights++ = kernel[g * kernel_size + i]; |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1232 | } |
| 1233 | } |
| 1234 | } |
| 1235 | |
| 1236 | void xnn_pack_f16_chw_dwconv_ghw_w( |
| 1237 | size_t kernel_size, |
| 1238 | size_t groups, |
| 1239 | const uint16_t* kernel, |
| 1240 | const uint16_t* bias, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1241 | uint16_t* packed_weights, |
| 1242 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1243 | { |
| 1244 | for (size_t g = 0; g < groups; g++) { |
| 1245 | if XNN_LIKELY(bias != NULL) { |
| 1246 | *packed_weights = *bias++; |
| 1247 | } else { |
| 1248 | *packed_weights = 0; |
| 1249 | } |
| 1250 | packed_weights += 1; |
| 1251 | for (size_t i = 0; i < kernel_size; i++) { |
| 1252 | *packed_weights++ = kernel[g * kernel_size + i]; |
| 1253 | } |
| 1254 | } |
| 1255 | } |
| 1256 | |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1257 | void xnn_pack_f32_chw_dwconv_hwg_w( |
| 1258 | size_t kernel_size, |
| 1259 | size_t groups, |
| 1260 | const float* kernel, |
| 1261 | const float* bias, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1262 | float* packed_weights, |
| 1263 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1264 | { |
| 1265 | for (size_t g = 0; g < groups; g++) { |
| 1266 | if XNN_LIKELY(bias != NULL) { |
| 1267 | *packed_weights = *bias++; |
| 1268 | } else { |
| 1269 | *packed_weights = 0.0f; |
| 1270 | } |
| 1271 | packed_weights += 1; |
| 1272 | for (size_t i = 0; i < kernel_size; i++) { |
| 1273 | *packed_weights++ = kernel[i * groups + g]; |
| 1274 | } |
| 1275 | } |
| 1276 | } |
| 1277 | |
| 1278 | void xnn_pack_f32_vmulcaddc_w( |
| 1279 | size_t c, |
| 1280 | size_t cr, |
| 1281 | const float* s, |
| 1282 | const float* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1283 | float* packed_w, |
| 1284 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1285 | { |
| 1286 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 1287 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 1288 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 1289 | *packed_w++ = s[cr_block_start + cr_block_offset]; |
| 1290 | } |
| 1291 | packed_w += cr - cr_block_size; |
| 1292 | if XNN_LIKELY(b != NULL) { |
| 1293 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 1294 | *packed_w++ = b[cr_block_start + cr_block_offset]; |
| 1295 | } |
| 1296 | } else { |
| 1297 | size_t n = cr_block_size; |
| 1298 | do { |
| 1299 | *packed_w++ = 0.0f; |
| 1300 | } while (--n != 0); |
| 1301 | } |
| 1302 | packed_w += cr - cr_block_size; |
| 1303 | } |
| 1304 | } |
| 1305 | |
| 1306 | void xnn_pack_f16_vmulcaddc_w( |
| 1307 | size_t c, |
| 1308 | size_t cr, |
| 1309 | const uint16_t* s, |
| 1310 | const uint16_t* b, |
Marat Dukhan | b42f866 | 2020-07-06 20:46:13 -0700 | [diff] [blame] | 1311 | uint16_t* packed_w, |
| 1312 | const void* params) |
Marat Dukhan | ab58238 | 2020-07-06 13:32:08 -0700 | [diff] [blame] | 1313 | { |
| 1314 | for (size_t cr_block_start = 0; cr_block_start < c; cr_block_start += cr) { |
| 1315 | const size_t cr_block_size = min(c - cr_block_start, cr); |
| 1316 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 1317 | *packed_w++ = s[cr_block_start + cr_block_offset]; |
| 1318 | } |
| 1319 | packed_w += cr - cr_block_size; |
| 1320 | if XNN_LIKELY(b != NULL) { |
| 1321 | for (size_t cr_block_offset = 0; cr_block_offset < cr_block_size; cr_block_offset++) { |
| 1322 | *packed_w++ = b[cr_block_start + cr_block_offset]; |
| 1323 | } |
| 1324 | } else { |
| 1325 | size_t n = cr_block_size; |
| 1326 | do { |
| 1327 | *packed_w++ = 0; |
| 1328 | } while (--n != 0); |
| 1329 | } |
| 1330 | packed_w += cr - cr_block_size; |
| 1331 | } |
| 1332 | } |