|
133 | 133 | } |
134 | 134 | } |
135 | 135 |
|
| 136 | +WHISPER_MODELS = { |
| 137 | + # LARGE-V3 |
| 138 | + 'Distil Whisper large-v3 - float32': { |
| 139 | + 'name': 'Distil Whisper large-v3', |
| 140 | + 'precision': 'float32', |
| 141 | + 'repo_id': 'ctranslate2-4you/distil-whisper-large-v3-ct2-float32', |
| 142 | + 'tokens_per_second': 160, |
| 143 | + 'optimal_batch_size': 4, |
| 144 | + 'avg_vram_usage': '3.0 GB' |
| 145 | + }, |
| 146 | + 'Distil Whisper large-v3 - bfloat16': { |
| 147 | + 'name': 'Distil Whisper large-v3', |
| 148 | + 'precision': 'bfloat16', |
| 149 | + 'repo_id': 'ctranslate2-4you/distil-whisper-large-v3-ct2-bfloat16', |
| 150 | + 'tokens_per_second': 160, |
| 151 | + 'optimal_batch_size': 4, |
| 152 | + 'avg_vram_usage': '3.0 GB' |
| 153 | + }, |
| 154 | + 'Distil Whisper large-v3 - float16': { |
| 155 | + 'name': 'Distil Whisper large-v3', |
| 156 | + 'precision': 'float16', |
| 157 | + 'repo_id': 'ctranslate2-4you/distil-whisper-large-v3-ct2-float16', |
| 158 | + 'tokens_per_second': 160, |
| 159 | + 'optimal_batch_size': 4, |
| 160 | + 'avg_vram_usage': '3.0 GB' |
| 161 | + }, |
| 162 | + 'Whisper large-v3 - float32': { |
| 163 | + 'name': 'Whisper large-v3', |
| 164 | + 'precision': 'float32', |
| 165 | + 'repo_id': 'ctranslate2-4you/whisper-large-v3-ct2-float32', |
| 166 | + 'tokens_per_second': 85, |
| 167 | + 'optimal_batch_size': 2, |
| 168 | + 'avg_vram_usage': '5.5 GB' |
| 169 | + }, |
| 170 | + 'Whisper large-v3 - bfloat16': { |
| 171 | + 'name': 'Whisper large-v3', |
| 172 | + 'precision': 'bfloat16', |
| 173 | + 'repo_id': 'ctranslate2-4you/whisper-large-v3-ct2-bfloat16', |
| 174 | + 'tokens_per_second': 95, |
| 175 | + 'optimal_batch_size': 3, |
| 176 | + 'avg_vram_usage': '3.8 GB' |
| 177 | + }, |
| 178 | + 'Whisper large-v3 - float16': { |
| 179 | + 'name': 'Whisper large-v3', |
| 180 | + 'precision': 'float16', |
| 181 | + 'repo_id': 'ctranslate2-4you/whisper-large-v3-ct2-float16', |
| 182 | + 'tokens_per_second': 100, |
| 183 | + 'optimal_batch_size': 3, |
| 184 | + 'avg_vram_usage': '3.3 GB' |
| 185 | + }, |
| 186 | + # MEDIUM.EN |
| 187 | + 'Distil Whisper medium.en - float32': { |
| 188 | + 'name': 'Distil Whisper large-v3', |
| 189 | + 'precision': 'float32', |
| 190 | + 'repo_id': 'ctranslate2-4you/distil-whisper-medium.en-ct2-float32', |
| 191 | + 'tokens_per_second': 160, |
| 192 | + 'optimal_batch_size': 4, |
| 193 | + 'avg_vram_usage': '3.0 GB' |
| 194 | + }, |
| 195 | + 'Distil Whisper medium.en - bfloat16': { |
| 196 | + 'name': 'Distil Whisper medium.en', |
| 197 | + 'precision': 'bfloat16', |
| 198 | + 'repo_id': 'ctranslate2-4you/distil-whisper-medium.en-ct2-bfloat16', |
| 199 | + 'tokens_per_second': 160, |
| 200 | + 'optimal_batch_size': 4, |
| 201 | + 'avg_vram_usage': '3.0 GB' |
| 202 | + }, |
| 203 | + 'Distil Whisper medium.en - float16': { |
| 204 | + 'name': 'Distil Whisper medium.en', |
| 205 | + 'precision': 'float16', |
| 206 | + 'repo_id': 'ctranslate2-4you/distil-whisper-medium.en-ct2-float16', |
| 207 | + 'tokens_per_second': 160, |
| 208 | + 'optimal_batch_size': 4, |
| 209 | + 'avg_vram_usage': '3.0 GB' |
| 210 | + }, |
| 211 | + 'Whisper medium.en - float32': { |
| 212 | + 'name': 'Whisper medium.en', |
| 213 | + 'precision': 'float32', |
| 214 | + 'repo_id': 'ctranslate2-4you/whisper-medium.en-ct2-float32', |
| 215 | + 'tokens_per_second': 130, |
| 216 | + 'optimal_batch_size': 6, |
| 217 | + 'avg_vram_usage': '2.5 GB' |
| 218 | + }, |
| 219 | + 'Whisper medium.en - bfloat16': { |
| 220 | + 'name': 'Whisper medium.en', |
| 221 | + 'precision': 'bfloat16', |
| 222 | + 'repo_id': 'ctranslate2-4you/whisper-medium.en-ct2-bfloat16', |
| 223 | + 'tokens_per_second': 140, |
| 224 | + 'optimal_batch_size': 7, |
| 225 | + 'avg_vram_usage': '2.0 GB' |
| 226 | + }, |
| 227 | + 'Whisper medium.en - float16': { |
| 228 | + 'name': 'Whisper medium.en', |
| 229 | + 'precision': 'float16', |
| 230 | + 'repo_id': 'ctranslate2-4you/whisper-medium.en-ct2-float16', |
| 231 | + 'tokens_per_second': 145, |
| 232 | + 'optimal_batch_size': 7, |
| 233 | + 'avg_vram_usage': '1.8 GB' |
| 234 | + }, |
| 235 | + # SMALL.EN |
| 236 | + 'Distil Whisper small.en - float32': { |
| 237 | + 'name': 'Distil Whisper small.en', |
| 238 | + 'precision': 'float32', |
| 239 | + 'repo_id': 'ctranslate2-4you/distil-whisper-small.en-ct2-float32', |
| 240 | + 'tokens_per_second': 160, |
| 241 | + 'optimal_batch_size': 4, |
| 242 | + 'avg_vram_usage': '3.0 GB' |
| 243 | + }, |
| 244 | + 'Distil Whisper small.en - bfloat16': { |
| 245 | + 'name': 'Distil Whisper small.en', |
| 246 | + 'precision': 'bfloat16', |
| 247 | + 'repo_id': 'ctranslate2-4you/distil-whisper-small.en-ct2-bfloat16', |
| 248 | + 'tokens_per_second': 160, |
| 249 | + 'optimal_batch_size': 4, |
| 250 | + 'avg_vram_usage': '3.0 GB' |
| 251 | + }, |
| 252 | + 'Distil Whisper small.en - float16': { |
| 253 | + 'name': 'Distil Whisper small.en', |
| 254 | + 'precision': 'float16', |
| 255 | + 'repo_id': 'ctranslate2-4you/distil-whisper-small.en-ct2-float16', |
| 256 | + 'tokens_per_second': 160, |
| 257 | + 'optimal_batch_size': 4, |
| 258 | + 'avg_vram_usage': '3.0 GB' |
| 259 | + }, |
| 260 | + 'Whisper small.en - float32': { |
| 261 | + 'name': 'Whisper small.en', |
| 262 | + 'precision': 'float32', |
| 263 | + 'repo_id': 'ctranslate2-4you/whisper-small.en-ct2-float32', |
| 264 | + 'tokens_per_second': 180, |
| 265 | + 'optimal_batch_size': 14, |
| 266 | + 'avg_vram_usage': '1.5 GB' |
| 267 | + }, |
| 268 | + 'Whisper small.en - bfloat16': { |
| 269 | + 'name': 'Whisper small.en', |
| 270 | + 'precision': 'bfloat16', |
| 271 | + 'repo_id': 'ctranslate2-4you/whisper-small.en-ct2-bfloat16', |
| 272 | + 'tokens_per_second': 190, |
| 273 | + 'optimal_batch_size': 15, |
| 274 | + 'avg_vram_usage': '1.2 GB' |
| 275 | + }, |
| 276 | + 'Whisper small.en - float16': { |
| 277 | + 'name': 'Whisper small.en', |
| 278 | + 'precision': 'float16', |
| 279 | + 'repo_id': 'ctranslate2-4you/whisper-small.en-ct2-float16', |
| 280 | + 'tokens_per_second': 195, |
| 281 | + 'optimal_batch_size': 15, |
| 282 | + 'avg_vram_usage': '1.1 GB' |
| 283 | + }, |
| 284 | + # BASE.EN |
| 285 | + 'Whisper base.en - float32': { |
| 286 | + 'name': 'Whisper base.en', |
| 287 | + 'precision': 'float32', |
| 288 | + 'repo_id': 'ctranslate2-4you/whisper-base.en-ct2-float32', |
| 289 | + 'tokens_per_second': 230, |
| 290 | + 'optimal_batch_size': 22, |
| 291 | + 'avg_vram_usage': '1.0 GB' |
| 292 | + }, |
| 293 | + 'Whisper base.en - bfloat16': { |
| 294 | + 'name': 'Whisper base.en', |
| 295 | + 'precision': 'bfloat16', |
| 296 | + 'repo_id': 'ctranslate2-4you/whisper-base.en-ct2-bfloat16', |
| 297 | + 'tokens_per_second': 240, |
| 298 | + 'optimal_batch_size': 23, |
| 299 | + 'avg_vram_usage': '0.85 GB' |
| 300 | + }, |
| 301 | + 'Whisper base.en - float16': { |
| 302 | + 'name': 'Whisper base.en', |
| 303 | + 'precision': 'float16', |
| 304 | + 'repo_id': 'ctranslate2-4you/whisper-base.en-ct2-float16', |
| 305 | + 'tokens_per_second': 245, |
| 306 | + 'optimal_batch_size': 23, |
| 307 | + 'avg_vram_usage': '0.8 GB' |
| 308 | + }, |
| 309 | + # TINY.EN |
| 310 | + 'Whisper tiny.en - float32': { |
| 311 | + 'name': 'Whisper tiny.en', |
| 312 | + 'precision': 'float32', |
| 313 | + 'repo_id': 'ctranslate2-4you/whisper-tiny.en-ct2-float32', |
| 314 | + 'tokens_per_second': 280, |
| 315 | + 'optimal_batch_size': 30, |
| 316 | + 'avg_vram_usage': '0.7 GB' |
| 317 | + }, |
| 318 | + 'Whisper tiny.en - bfloat16': { |
| 319 | + 'name': 'Whisper tiny.en', |
| 320 | + 'precision': 'bfloat16', |
| 321 | + 'repo_id': 'ctranslate2-4you/whisper-tiny.en-ct2-bfloat16', |
| 322 | + 'tokens_per_second': 290, |
| 323 | + 'optimal_batch_size': 31, |
| 324 | + 'avg_vram_usage': '0.6 GB' |
| 325 | + }, |
| 326 | + 'Whisper tiny.en - float16': { |
| 327 | + 'name': 'Whisper tiny.en', |
| 328 | + 'precision': 'float16', |
| 329 | + 'repo_id': 'ctranslate2-4you/whisper-tiny.en-ct2-float16', |
| 330 | + 'tokens_per_second': 295, |
| 331 | + 'optimal_batch_size': 31, |
| 332 | + 'avg_vram_usage': '0.55 GB' |
| 333 | + }, |
| 334 | +} |
| 335 | + |
136 | 336 |
|
137 | 337 | DOCUMENT_LOADERS = { |
138 | 338 | ".pdf": "PyMuPDFLoader", |
|
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