|
1 | 1 | MODEL_CONFIG = { |
| 2 | + "v6.0": { |
| 3 | + "models": [ |
| 4 | + "resnet", |
| 5 | + "retinanet", |
| 6 | + "bert-99", |
| 7 | + "bert-99.9", |
| 8 | + "3d-unet-99", |
| 9 | + "3d-unet-99.9", |
| 10 | + "llama3.1-8b", |
| 11 | + "llama3.1-8b-edge", |
| 12 | + "llama2-70b-99", |
| 13 | + "llama2-70b-99.9", |
| 14 | + "stable-diffusion-xl", |
| 15 | + "mixtral-8x7b", |
| 16 | + "llama3.1-405b", |
| 17 | + "rgat", |
| 18 | + "pointpainting", |
| 19 | + "deepseek-r1", |
| 20 | + "whisper", |
| 21 | + "gpt-oss-120b", |
| 22 | + "wan-2.2-t2v-a14b", |
| 23 | + "qwen3-vl-235b-a22b", |
| 24 | + "dlrm-v3", |
| 25 | + ], |
| 26 | + "required-scenarios-datacenter": { |
| 27 | + "retinanet": ["Server", "Offline"], |
| 28 | + "dlrm-v3": ["Server", "Offline"], |
| 29 | + "3d-unet-99": ["Offline"], |
| 30 | + "3d-unet-99.9": ["Offline"], |
| 31 | + "llama3.1-8b": ["Offline"], |
| 32 | + "llama2-70b-99": ["Offline"], |
| 33 | + "llama2-70b-99.9": ["Offline"], |
| 34 | + "stable-diffusion-xl": ["Server", "Offline"], |
| 35 | + "mixtral-8x7b": ["Server", "Offline"], |
| 36 | + "llama3.1-405b": ["Offline"], |
| 37 | + "rgat": ["Offline"], |
| 38 | + "whisper": ["Offline"], |
| 39 | + "deepseek-r1": ["Offline"], |
| 40 | + "gpt-oss-120b": ["Offline"], |
| 41 | + "qwen3-vl-235b-a22b": ["Server", "Offline"], |
| 42 | + "dlrm-v3": ["Server", "Offline"], |
| 43 | + }, |
| 44 | + "optional-scenarios-datacenter": { |
| 45 | + "llama2-70b-99": ["Interactive", "Server"], |
| 46 | + "llama2-70b-99.9": ["Interactive", "Server"], |
| 47 | + "llama3.1-405b": ["Interactive", "Server"], |
| 48 | + "llama3.1-8b": ["Interactive", "Server"], |
| 49 | + "deepseek-r1": ["Interactive", "Server"], |
| 50 | + "gpt-oss-120b": ["Interactive", "Server"], |
| 51 | + }, |
| 52 | + "required-scenarios-edge": { |
| 53 | + "resnet": ["SingleStream", "MultiStream", "Offline"], |
| 54 | + "retinanet": ["SingleStream", "MultiStream", "Offline"], |
| 55 | + "bert-99": ["SingleStream", "Offline"], |
| 56 | + "bert-99.9": ["SingleStream", "Offline"], |
| 57 | + "3d-unet-99": ["SingleStream", "Offline"], |
| 58 | + "3d-unet-99.9": ["SingleStream", "Offline"], |
| 59 | + "llama3.1-8b-edge": ["SingleStream", "Offline"], |
| 60 | + "stable-diffusion-xl": ["SingleStream", "Offline"], |
| 61 | + "pointpainting": ["SingleStream"], |
| 62 | + "whisper": ["Offline"], |
| 63 | + }, |
| 64 | + "optional-scenarios-edge": {}, |
| 65 | + "required-scenarios-datacenter-edge": { |
| 66 | + "resnet": ["SingleStream", "MultiStream", "Offline", "Server"], |
| 67 | + "retinanet": ["SingleStream", "Offline", "MultiStream", "Server"], |
| 68 | + "bert-99": ["SingleStream", "Offline"], |
| 69 | + "bert-99.9": ["SingleStream", "Offline"], |
| 70 | + "3d-unet-99": ["SingleStream", "Offline"], |
| 71 | + "3d-unet-99.9": ["SingleStream", "Offline"], |
| 72 | + "llama3.1-8b": ["Offline"], |
| 73 | + "llama3.1-8b-edge": ["SingleStream", "Offline"], |
| 74 | + "llama2-70b-99": ["Offline"], |
| 75 | + "llama2-70b-99.9": ["Offline"], |
| 76 | + "stable-diffusion-xl": ["SingleStream", "Offline", "Server"], |
| 77 | + "mixtral-8x7b": ["Server", "Offline"], |
| 78 | + "llama3.1-405b": ["Offline"], |
| 79 | + "rgat": ["Offline"], |
| 80 | + "pointpainting": ["SingleStream"], |
| 81 | + "deepseek-r1": ["Offline"], |
| 82 | + "whisper": ["Offline"], |
| 83 | + "gpt-oss-120b": ["Offline"], |
| 84 | + "qwen3-vl-235b-a22b": ["Offline"], |
| 85 | + "dlrm-v3": ["Offline", "Server"], |
| 86 | + }, |
| 87 | + "optional-scenarios-datacenter-edge": { |
| 88 | + "llama2-70b-99": ["Interactive", "Server"], |
| 89 | + "llama2-70b-99.9": ["Interactive", "Server"], |
| 90 | + "llama3.1-405b": ["Interactive", "Server"], |
| 91 | + "llama3.1-8b": ["Interactive", "Server"], |
| 92 | + "deepseek-r1": ["Interactive", "Server"], |
| 93 | + "gpt-oss-120b": ["Interactive", "Server"], |
| 94 | + "qwen3-vl-235b-a22b": ["Interactive", "Server"], |
| 95 | + }, |
| 96 | + "accuracy-target": { |
| 97 | + "resnet": ("acc", 76.46 * 0.99), |
| 98 | + "retinanet": ("mAP", 37.55 * 0.99), |
| 99 | + "bert-99": ("F1", 90.874 * 0.99), |
| 100 | + "bert-99.9": ("F1", 90.874 * 0.999), |
| 101 | + "dlrm-v2-99": ("AUC", 80.31 * 0.99), |
| 102 | + "dlrm-v2-99.9": ("AUC", 80.31 * 0.999), |
| 103 | + "3d-unet-99": ("DICE", 0.86170 * 0.99), |
| 104 | + "3d-unet-99.9": ("DICE", 0.86170 * 0.999), |
| 105 | + |
| 106 | + "llama3.1-8b": ( |
| 107 | + "ROUGE1", |
| 108 | + 38.7792 * 0.99, |
| 109 | + "ROUGE2", |
| 110 | + 15.9075 * 0.99, |
| 111 | + "ROUGEL", |
| 112 | + 24.4957 * 0.99, |
| 113 | + "ROUGELSUM", |
| 114 | + 35.793 * 0.99, |
| 115 | + "GEN_LEN", |
| 116 | + 8167644 * 0.9, |
| 117 | + ), |
| 118 | + "llama3.1-8b-edge": ( |
| 119 | + "ROUGE1", |
| 120 | + 39.06 * 0.99, |
| 121 | + "ROUGE2", |
| 122 | + 16.1147 * 0.99, |
| 123 | + "ROUGEL", |
| 124 | + 24.6375 * 0.99, |
| 125 | + "ROUGELSUM", |
| 126 | + 36.124 * 0.99, |
| 127 | + "GEN_LEN", |
| 128 | + 3051113 * 0.9, |
| 129 | + ), |
| 130 | + "llama2-70b-99": ( |
| 131 | + "ROUGE1", |
| 132 | + 44.4312 * 0.99, |
| 133 | + "ROUGE2", |
| 134 | + 22.0352 * 0.99, |
| 135 | + "ROUGEL", |
| 136 | + 28.6162 * 0.99, |
| 137 | + "TOKENS_PER_SAMPLE", |
| 138 | + 294.45 * 0.9, |
| 139 | + ), |
| 140 | + "llama2-70b-99.9": ( |
| 141 | + "ROUGE1", |
| 142 | + 44.4312 * 0.999, |
| 143 | + "ROUGE2", |
| 144 | + 22.0352 * 0.999, |
| 145 | + "ROUGEL", |
| 146 | + 28.6162 * 0.999, |
| 147 | + "TOKENS_PER_SAMPLE", |
| 148 | + 294.45 * 0.9, |
| 149 | + ), |
| 150 | + "stable-diffusion-xl": ( |
| 151 | + "CLIP_SCORE", |
| 152 | + 31.68631873, |
| 153 | + "FID_SCORE", |
| 154 | + 23.01085758, |
| 155 | + ), |
| 156 | + "mixtral-8x7b": ( |
| 157 | + "ROUGE1", |
| 158 | + 45.5989 * 0.99, |
| 159 | + "ROUGE2", |
| 160 | + 23.3526 * 0.99, |
| 161 | + "ROUGEL", |
| 162 | + 30.4608 * 0.99, |
| 163 | + "TOKENS_PER_SAMPLE", |
| 164 | + 144.84 * 0.9, |
| 165 | + "gsm8k_accuracy", |
| 166 | + 73.66 * 0.99, |
| 167 | + "mbxp_accuracy", |
| 168 | + 60.16 * 0.99, |
| 169 | + ), |
| 170 | + "llama3.1-405b": ( |
| 171 | + "ROUGEL", |
| 172 | + 21.6666 * 0.99, |
| 173 | + "exact_match", |
| 174 | + 90.1335 * 0.99, |
| 175 | + "TOKENS_PER_SAMPLE", |
| 176 | + 684.68 * 0.9, |
| 177 | + ), |
| 178 | + "rgat": ("acc", 0.7286 * 0.99), |
| 179 | + "pointpainting": ("mAP", 0.5425 * 0.999), |
| 180 | + "deepseek-r1": ("exact_match", 0.99 * 81.3582, "TOKENS_PER_SAMPLE", 0.9 * 3886.2274), |
| 181 | + "whisper": ("ACCURACY", (100.0 - 2.0671) * 0.99), |
| 182 | + # TODO: Placeholder for now |
| 183 | + "gpt-oss-120b": ("exact_match", 83.13 * 0.99), |
| 184 | + # TODO: Placeholder for now |
| 185 | + "qwen3-vl-235b-a22b": ("F1", 0.7903 * 0.99), |
| 186 | + "dlrm-v3": ("AUC", 78.663 * 0.99), # TODO: Placeholder for now |
| 187 | + }, |
| 188 | + "accuracy-upper-limit": { |
| 189 | + "stable-diffusion-xl": ( |
| 190 | + "CLIP_SCORE", |
| 191 | + 31.81331801, |
| 192 | + "FID_SCORE", |
| 193 | + 23.95007626, |
| 194 | + ), |
| 195 | + "llama2-70b-99": ("TOKENS_PER_SAMPLE", 294.45 * 1.1), |
| 196 | + "llama2-70b-99.9": ("TOKENS_PER_SAMPLE", 294.45 * 1.1), |
| 197 | + "mixtral-8x7b": ("TOKENS_PER_SAMPLE", 145.9 * 1.1), |
| 198 | + "llama3.1-405b": ("TOKENS_PER_SAMPLE", 684.68 * 1.1), |
| 199 | + "llama3.1-8b": ("GEN_LEN", 8167644 * 1.1), |
| 200 | + "llama3.1-8b-edge": ("GEN_LEN", 3051113 * 1.1), |
| 201 | + "deepseek-r1": ("TOKENS_PER_SAMPLE", 1.1 * 3886.2274), |
| 202 | + # TODO: Placeholder for now |
| 203 | + "gpt-oss-120b": ("TOKENS_PER_SAMPLE", 1.1 * 9999), |
| 204 | + }, |
| 205 | + "accuracy-delta-perc": { |
| 206 | + "stable-diffusion-xl": {"CLIP_SCORE": 1, "FID_SCORE": 2} |
| 207 | + }, |
| 208 | + "performance-sample-count": { |
| 209 | + "resnet": 1024, |
| 210 | + "retinanet": 64, |
| 211 | + "bert-99": 10833, |
| 212 | + "bert-99.9": 10833, |
| 213 | + "dlrm-v2-99": 204800, |
| 214 | + "dlrm-v2-99.9": 204800, |
| 215 | + "3d-unet-99": 43, |
| 216 | + "3d-unet-99.9": 43, |
| 217 | + "llama3.1-8b": 13368, |
| 218 | + "llama3.1-8b-edge": 5000, |
| 219 | + "llama2-70b-99": 24576, |
| 220 | + "llama2-70b-99.9": 24576, |
| 221 | + "stable-diffusion-xl": 5000, |
| 222 | + "mixtral-8x7b": 15000, |
| 223 | + "llama3.1-405b": 8313, |
| 224 | + "rgat": 788379, |
| 225 | + "pointpainting": 1024, |
| 226 | + "deepseek-r1": 4388, |
| 227 | + "whisper": 1633, |
| 228 | + # TODO: Need to add accuracy sample count checkers as well (4395) |
| 229 | + "gpt-oss-120b": 6396, |
| 230 | + "qwen3-vl-235b-a22b": 48289, |
| 231 | + "dlrm-v3": 34996, |
| 232 | + }, |
| 233 | + "dataset-size": { |
| 234 | + "resnet": 50000, |
| 235 | + "retinanet": 24781, |
| 236 | + "bert-99": 10833, |
| 237 | + "bert-99.9": 10833, |
| 238 | + "dlrm-v2-99": 330067, |
| 239 | + "dlrm-v2-99.9": 330067, |
| 240 | + "3d-unet-99": 43, |
| 241 | + "3d-unet-99.9": 43, |
| 242 | + "llama3.1-8b": 13368, |
| 243 | + "llama3.1-8b-edge": 5000, |
| 244 | + "llama2-70b-99": 24576, |
| 245 | + "llama2-70b-99.9": 24576, |
| 246 | + "stable-diffusion-xl": 5000, |
| 247 | + "mixtral-8x7b": 15000, |
| 248 | + "llama3.1-405b": 8313, |
| 249 | + "rgat": 788379, |
| 250 | + "pointpainting": 39987, |
| 251 | + "deepseek-r1": 4388, |
| 252 | + "whisper": 1633, |
| 253 | + # TODO: Need to add accuracy sample count checkers as well (4395) |
| 254 | + "gpt-oss-120b": 6396, |
| 255 | + "qwen3-vl-235b-a22b": 48289, |
| 256 | + "dlrm-v3": 34996, |
| 257 | + }, |
| 258 | + # model_mapping.json is expected in the root directory of the |
| 259 | + # submission folder for open submissions and so the below dictionary is |
| 260 | + # not really needed |
| 261 | + "model_mapping": { |
| 262 | + # map model names to the official mlperf model class |
| 263 | + "ssd-resnet34": "retinanet", |
| 264 | + "mobilenet": "resnet", |
| 265 | + "resnet50": "resnet", |
| 266 | + "llama3_1-405b": "llama3.1-405b", |
| 267 | + "llama3_1-8b": "llama3.1-8b", |
| 268 | + "llama3_1-8b-edge": "llama3.1-8b-edge", |
| 269 | + }, |
| 270 | + "seeds": { |
| 271 | + # TODO: Update random seeds |
| 272 | + "qsl_rng_seed": 1780908523862526354, |
| 273 | + "sample_index_rng_seed": 14771362308971278857, |
| 274 | + "schedule_rng_seed": 18209322760996052031, |
| 275 | + }, |
| 276 | + "ignore_errors": [], |
| 277 | + "latency-constraint": { |
| 278 | + "resnet": {"Server": 15000000}, |
| 279 | + "retinanet": {"Server": 100000000}, |
| 280 | + "dlrm-v2-99": {"Server": 60000000}, |
| 281 | + "dlrm-v2-99.9": {"Server": 60000000}, |
| 282 | + "llama3.1-8b": {"Server": 20000000000}, |
| 283 | + "stable-diffusion-xl": {"Server": 20000000000}, |
| 284 | + "llama2-70b-99": {"Server": 20000000000}, |
| 285 | + "llama2-70b-99.9": {"Server": 20000000000}, |
| 286 | + "mixtral-8x7b": {"Server": 20000000000}, |
| 287 | + "llama3.1-405b": {"Server": 60000000000}, |
| 288 | + "deepseek-r1": {"Server": 60000000000}, |
| 289 | + "gpt-oss-120b": {"Server": 60000000000}, |
| 290 | + "qwen3-vl-235b-a22b": {"Server": 60000000000}, |
| 291 | + "dlrm-v3": {"Server": 60000000000}, |
| 292 | + }, |
| 293 | + "min-queries": { |
| 294 | + "resnet": { |
| 295 | + "SingleStream": 1024, |
| 296 | + "MultiStream": 270336, |
| 297 | + "Server": 270336, |
| 298 | + "Offline": 1, |
| 299 | + }, |
| 300 | + "retinanet": { |
| 301 | + "SingleStream": 1024, |
| 302 | + "MultiStream": 270336, |
| 303 | + "Server": 270336, |
| 304 | + "Offline": 1, |
| 305 | + }, |
| 306 | + "bert-99": {"SingleStream": 1024, "Offline": 1}, |
| 307 | + "bert-99.9": {"SingleStream": 1024, "Offline": 1}, |
| 308 | + "dlrm-v2-99": {"Server": 270336, "Offline": 1}, |
| 309 | + "dlrm-v2-99.9": {"Server": 270336, "Offline": 1}, |
| 310 | + "3d-unet-99": {"SingleStream": 1024, "Offline": 1}, |
| 311 | + "3d-unet-99.9": {"SingleStream": 1024, "Offline": 1}, |
| 312 | + "llama3.1-8b": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 313 | + "llama3.1-8b-edge": {"SingleStream": 1024, "Offline": 1}, |
| 314 | + "llama2-70b-99": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 315 | + "llama2-70b-99.9": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 316 | + "stable-diffusion-xl": { |
| 317 | + "SingleStream": 1024, |
| 318 | + "Server": 270336, |
| 319 | + "Offline": 1, |
| 320 | + }, |
| 321 | + "mixtral-8x7b": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 322 | + "llama3.1-405b": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 323 | + "rgat": {"SingleStream": 1024, "Offline": 1}, |
| 324 | + "pointpainting": {"SingleStream": 1024}, |
| 325 | + "deepseek-r1": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 326 | + "whisper": {"SingleStream": 1024, "Offline": 1}, |
| 327 | + "gpt-oss-120b": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 328 | + "qwen3-vl-235b-a22b": {"SingleStream": 1024, "Server": 270336, "Offline": 1}, |
| 329 | + "dlrm-v3": {"Server": 270336, "Offline": 1}, |
| 330 | + }, |
| 331 | + "models_TEST01": [ |
| 332 | + "resnet", |
| 333 | + "retinanet", |
| 334 | + "bert-99", |
| 335 | + "bert-99.9", |
| 336 | + "dlrm-v2-99", |
| 337 | + "dlrm-v2-99.9", |
| 338 | + "3d-unet-99", |
| 339 | + "3d-unet-99.9", |
| 340 | + "stable-diffusion-xl", |
| 341 | + "rgat", |
| 342 | + "pointpainting", |
| 343 | + "whisper", |
| 344 | + ], |
| 345 | + "models_TEST04": [ |
| 346 | + "resnet", |
| 347 | + "stable-diffusion-xl", |
| 348 | + "pointpainting", |
| 349 | + ], |
| 350 | + "models_TEST06": [ |
| 351 | + "llama2-70b-99", |
| 352 | + "llama2-70b-99.9", |
| 353 | + "llama2-70b-interactive-99", |
| 354 | + "llama2-70b-interactive-99.9", |
| 355 | + "llama3.1-405b", |
| 356 | + "llama3.1-8b", |
| 357 | + "llama3.1-8b-interactive", |
| 358 | + "llama3.1-405b-interactive", |
| 359 | + "mixtral-8x7b", |
| 360 | + "deepseek-r1", |
| 361 | + ] |
| 362 | + }, |
2 | 363 | "v5.0": { |
3 | 364 | "models": [ |
4 | 365 | "resnet", |
|
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