Improve language tag
Browse filesHi! As the model is multilingual, this is a PR to add other languages than English to the language tag to improve the referencing. Note that 29 languages are announced in the README, but only 13 are explicitly listed. I was therefore only able to add these 13 languages.
README.md
CHANGED
|
@@ -1,431 +1,445 @@
|
|
| 1 |
-
---
|
| 2 |
-
library_name: transformers
|
| 3 |
-
license: apache-2.0
|
| 4 |
-
base_model: Qwen/Qwen2.5-32B
|
| 5 |
-
datasets:
|
| 6 |
-
- anthracite-org/kalo-opus-instruct-22k-no-refusal
|
| 7 |
-
- Nopm/Opus_WritingStruct
|
| 8 |
-
- Gryphe/Sonnet3.5-SlimOrcaDedupCleaned
|
| 9 |
-
- Gryphe/Sonnet3.5-Charcard-Roleplay
|
| 10 |
-
- Gryphe/ChatGPT-4o-Writing-Prompts
|
| 11 |
-
- Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned
|
| 12 |
-
- Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
|
| 13 |
-
- nothingiisreal/Reddit-Dirty-And-WritingPrompts
|
| 14 |
-
- allura-org/Celeste-1.x-data-mixture
|
| 15 |
-
- cognitivecomputations/dolphin-2.9.3
|
| 16 |
-
tags:
|
| 17 |
-
- generated_from_trainer
|
| 18 |
-
|
| 19 |
-
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
<
|
| 52 |
-
<
|
| 53 |
-
<
|
| 54 |
-
|
| 55 |
-
</
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
<
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
-
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
| 110 |
-
|
| 111 |
-
|
| 112 |
-
|
| 113 |
-
|
| 114 |
-
|
| 115 |
-
- path: datasets/
|
| 116 |
-
type: sharegpt
|
| 117 |
-
|
| 118 |
-
|
| 119 |
-
|
| 120 |
-
|
| 121 |
-
|
| 122 |
-
|
| 123 |
-
|
| 124 |
-
|
| 125 |
-
|
| 126 |
-
|
| 127 |
-
|
| 128 |
-
|
| 129 |
-
|
| 130 |
-
|
| 131 |
-
|
| 132 |
-
|
| 133 |
-
|
| 134 |
-
|
| 135 |
-
|
| 136 |
-
|
| 137 |
-
|
| 138 |
-
|
| 139 |
-
|
| 140 |
-
|
| 141 |
-
|
| 142 |
-
|
| 143 |
-
|
| 144 |
-
|
| 145 |
-
|
| 146 |
-
|
| 147 |
-
|
| 148 |
-
|
| 149 |
-
|
| 150 |
-
|
| 151 |
-
-
|
| 152 |
-
- model.
|
| 153 |
-
|
| 154 |
-
- model.layers.
|
| 155 |
-
- model.layers.
|
| 156 |
-
- model.layers.
|
| 157 |
-
- model.layers.
|
| 158 |
-
- model.layers.
|
| 159 |
-
- model.layers.
|
| 160 |
-
- model.layers.
|
| 161 |
-
- model.layers.
|
| 162 |
-
- model.layers.
|
| 163 |
-
- model.layers.
|
| 164 |
-
- model.layers.
|
| 165 |
-
- model.layers.
|
| 166 |
-
- model.layers.
|
| 167 |
-
- model.layers.
|
| 168 |
-
- model.layers.
|
| 169 |
-
- model.layers.
|
| 170 |
-
- model.layers.
|
| 171 |
-
- model.layers.
|
| 172 |
-
|
| 173 |
-
- model.layers.
|
| 174 |
-
- model.layers.
|
| 175 |
-
- model.layers.
|
| 176 |
-
- model.layers.
|
| 177 |
-
- model.layers.
|
| 178 |
-
- model.layers.
|
| 179 |
-
- model.layers.
|
| 180 |
-
- model.layers.
|
| 181 |
-
- model.layers.
|
| 182 |
-
- model.layers.
|
| 183 |
-
- model.layers.
|
| 184 |
-
- model.layers.
|
| 185 |
-
- model.layers.
|
| 186 |
-
|
| 187 |
-
- model.layers.
|
| 188 |
-
- model.layers.
|
| 189 |
-
- model.layers.
|
| 190 |
-
- model.layers.
|
| 191 |
-
- model.layers.
|
| 192 |
-
- model.layers.
|
| 193 |
-
- model.layers.
|
| 194 |
-
- model.layers.
|
| 195 |
-
- model.layers.
|
| 196 |
-
- model.layers.
|
| 197 |
-
- model.layers.
|
| 198 |
-
- model.layers.
|
| 199 |
-
- model.layers.
|
| 200 |
-
- model.layers.
|
| 201 |
-
- model.layers.
|
| 202 |
-
- model.layers.
|
| 203 |
-
- model.layers.
|
| 204 |
-
- model.layers.
|
| 205 |
-
|
| 206 |
-
- model.layers.
|
| 207 |
-
- model.layers.
|
| 208 |
-
- model.layers.
|
| 209 |
-
- model.layers.
|
| 210 |
-
- model.layers.
|
| 211 |
-
- model.layers.
|
| 212 |
-
- model.layers.
|
| 213 |
-
- model.layers.
|
| 214 |
-
- model.layers.
|
| 215 |
-
- model.layers.
|
| 216 |
-
- model.layers.
|
| 217 |
-
- model.layers.
|
| 218 |
-
- model.layers.
|
| 219 |
-
|
| 220 |
-
- model.layers.
|
| 221 |
-
- model.layers.
|
| 222 |
-
- model.layers.
|
| 223 |
-
- model.layers.
|
| 224 |
-
- model.layers.
|
| 225 |
-
- model.layers.
|
| 226 |
-
- model.layers.
|
| 227 |
-
- model.layers.
|
| 228 |
-
- model.layers.
|
| 229 |
-
- model.layers.
|
| 230 |
-
- model.layers.
|
| 231 |
-
- model.layers.
|
| 232 |
-
- model.layers.
|
| 233 |
-
- model.layers.
|
| 234 |
-
- model.layers.
|
| 235 |
-
- model.layers.
|
| 236 |
-
- model.layers.
|
| 237 |
-
- model.layers.
|
| 238 |
-
|
| 239 |
-
- model.layers.
|
| 240 |
-
- model.layers.
|
| 241 |
-
- model.layers.
|
| 242 |
-
- model.layers.
|
| 243 |
-
- model.layers.
|
| 244 |
-
- model.layers.
|
| 245 |
-
- model.layers.
|
| 246 |
-
- model.layers.
|
| 247 |
-
- model.layers.
|
| 248 |
-
- model.layers.
|
| 249 |
-
- model.layers.
|
| 250 |
-
- model.layers.
|
| 251 |
-
- model.layers.
|
| 252 |
-
|
| 253 |
-
- model.layers.
|
| 254 |
-
- model.layers.
|
| 255 |
-
- model.layers.
|
| 256 |
-
- model.layers.
|
| 257 |
-
- model.layers.
|
| 258 |
-
- model.layers.
|
| 259 |
-
- model.layers.
|
| 260 |
-
- model.layers.
|
| 261 |
-
- model.layers.
|
| 262 |
-
- model.layers.
|
| 263 |
-
- model.layers.
|
| 264 |
-
- model.layers.
|
| 265 |
-
- model.layers.
|
| 266 |
-
- model.layers.
|
| 267 |
-
- model.layers.
|
| 268 |
-
- model.layers.
|
| 269 |
-
- model.layers.
|
| 270 |
-
- model.layers.
|
| 271 |
-
|
| 272 |
-
- model.layers.
|
| 273 |
-
- model.layers.
|
| 274 |
-
- model.layers.
|
| 275 |
-
- model.layers.
|
| 276 |
-
- model.layers.
|
| 277 |
-
- model.layers.
|
| 278 |
-
- model.layers.
|
| 279 |
-
- model.layers.
|
| 280 |
-
- model.layers.
|
| 281 |
-
- model.layers.
|
| 282 |
-
- model.layers.
|
| 283 |
-
- model.layers.
|
| 284 |
-
- model.layers.
|
| 285 |
-
|
| 286 |
-
- model.layers.
|
| 287 |
-
- model.layers.
|
| 288 |
-
- model.layers.
|
| 289 |
-
- model.layers.
|
| 290 |
-
- model.layers.
|
| 291 |
-
- model.layers.
|
| 292 |
-
- model.layers.
|
| 293 |
-
- model.layers.
|
| 294 |
-
- model.layers.
|
| 295 |
-
- model.layers.
|
| 296 |
-
- model.layers.
|
| 297 |
-
- model.layers.
|
| 298 |
-
- model.layers.
|
| 299 |
-
- model.layers.
|
| 300 |
-
- model.layers.
|
| 301 |
-
- model.layers.
|
| 302 |
-
- model.layers.
|
| 303 |
-
- model.layers.
|
| 304 |
-
|
| 305 |
-
- model.layers.
|
| 306 |
-
- model.layers.
|
| 307 |
-
- model.layers.
|
| 308 |
-
- model.layers.
|
| 309 |
-
- model.layers.
|
| 310 |
-
- model.layers.
|
| 311 |
-
- model.layers.
|
| 312 |
-
- model.layers.
|
| 313 |
-
- model.layers.
|
| 314 |
-
- model.layers.
|
| 315 |
-
- model.layers.
|
| 316 |
-
- model.layers.
|
| 317 |
-
- model.layers.
|
| 318 |
-
|
| 319 |
-
- model.layers.
|
| 320 |
-
- model.layers.
|
| 321 |
-
- model.layers.
|
| 322 |
-
- model.layers.
|
| 323 |
-
- model.layers.
|
| 324 |
-
- model.layers.
|
| 325 |
-
- model.layers.
|
| 326 |
-
- model.layers.
|
| 327 |
-
- model.layers.
|
| 328 |
-
- model.layers.
|
| 329 |
-
- model.layers.
|
| 330 |
-
- model.layers.
|
| 331 |
-
- model.layers.
|
| 332 |
-
- model.layers.
|
| 333 |
-
- model.layers.
|
| 334 |
-
- model.layers.
|
| 335 |
-
- model.layers.
|
| 336 |
-
- model.layers.
|
| 337 |
-
|
| 338 |
-
- model.layers.
|
| 339 |
-
- model.layers.
|
| 340 |
-
- model.layers.
|
| 341 |
-
- model.layers.
|
| 342 |
-
- model.layers.
|
| 343 |
-
- model.layers.
|
| 344 |
-
- model.layers.
|
| 345 |
-
- model.layers.
|
| 346 |
-
- model.layers.
|
| 347 |
-
- model.layers.
|
| 348 |
-
- model.layers.
|
| 349 |
-
- model.layers.
|
| 350 |
-
- model.layers.
|
| 351 |
-
|
| 352 |
-
- model.layers.
|
| 353 |
-
- model.layers.
|
| 354 |
-
- model.layers.
|
| 355 |
-
- model.layers.
|
| 356 |
-
- model.layers.
|
| 357 |
-
- model.layers.
|
| 358 |
-
- model.layers.
|
| 359 |
-
- model.layers.
|
| 360 |
-
- model.layers.
|
| 361 |
-
- model.layers.
|
| 362 |
-
- model.layers.
|
| 363 |
-
- model.layers.
|
| 364 |
-
- model.layers.
|
| 365 |
-
- model.layers.
|
| 366 |
-
- model.layers.
|
| 367 |
-
- model.layers.
|
| 368 |
-
- model.layers.
|
| 369 |
-
- model.layers.
|
| 370 |
-
|
| 371 |
-
|
| 372 |
-
|
| 373 |
-
|
| 374 |
-
|
| 375 |
-
|
| 376 |
-
|
| 377 |
-
|
| 378 |
-
|
| 379 |
-
|
| 380 |
-
|
| 381 |
-
|
| 382 |
-
|
| 383 |
-
|
| 384 |
-
|
| 385 |
-
|
| 386 |
-
|
| 387 |
-
|
| 388 |
-
|
| 389 |
-
|
| 390 |
-
|
| 391 |
-
|
| 392 |
-
|
| 393 |
-
|
| 394 |
-
|
| 395 |
-
|
| 396 |
-
|
| 397 |
-
|
| 398 |
-
|
| 399 |
-
|
| 400 |
-
|
| 401 |
-
|
| 402 |
-
|
| 403 |
-
|
| 404 |
-
|
| 405 |
-
|
| 406 |
-
|
| 407 |
-
|
| 408 |
-
|
| 409 |
-
|
| 410 |
-
|
| 411 |
-
|
| 412 |
-
|
| 413 |
-
|
| 414 |
-
|
| 415 |
-
|
| 416 |
-
|
| 417 |
-
|
| 418 |
-
|
| 419 |
-
|
| 420 |
-
|
| 421 |
-
|
| 422 |
-
|
| 423 |
-
|
| 424 |
-
|
| 425 |
-
|
| 426 |
-
#
|
| 427 |
-
#
|
| 428 |
-
#
|
| 429 |
-
|
| 430 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 431 |
</details>
|
|
|
|
| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
license: apache-2.0
|
| 4 |
+
base_model: Qwen/Qwen2.5-32B
|
| 5 |
+
datasets:
|
| 6 |
+
- anthracite-org/kalo-opus-instruct-22k-no-refusal
|
| 7 |
+
- Nopm/Opus_WritingStruct
|
| 8 |
+
- Gryphe/Sonnet3.5-SlimOrcaDedupCleaned
|
| 9 |
+
- Gryphe/Sonnet3.5-Charcard-Roleplay
|
| 10 |
+
- Gryphe/ChatGPT-4o-Writing-Prompts
|
| 11 |
+
- Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned
|
| 12 |
+
- Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
|
| 13 |
+
- nothingiisreal/Reddit-Dirty-And-WritingPrompts
|
| 14 |
+
- allura-org/Celeste-1.x-data-mixture
|
| 15 |
+
- cognitivecomputations/dolphin-2.9.3
|
| 16 |
+
tags:
|
| 17 |
+
- generated_from_trainer
|
| 18 |
+
language:
|
| 19 |
+
- zho
|
| 20 |
+
- eng
|
| 21 |
+
- fra
|
| 22 |
+
- spa
|
| 23 |
+
- por
|
| 24 |
+
- deu
|
| 25 |
+
- ita
|
| 26 |
+
- rus
|
| 27 |
+
- jpn
|
| 28 |
+
- kor
|
| 29 |
+
- vie
|
| 30 |
+
- tha
|
| 31 |
+
- ara
|
| 32 |
+
model-index:
|
| 33 |
+
- name: EVA-Qwen2.5-32B-SFFT-v0.1
|
| 34 |
+
results: []
|
| 35 |
+
---
|
| 36 |
+
# EVA Qwen2.5-32B v0.1
|
| 37 |
+
|
| 38 |
+
<p>
|
| 39 |
+
A RP/storywriting specialist model, full-parameter finetune of Qwen2.5-32B on mixture of synthetic and natural data.<br>
|
| 40 |
+
It uses Celeste 70B 0.1 data mixture, greatly expanding it to improve versatility, creativity and "flavor" of the resulting model.<br>
|
| 41 |
+
</p>
|
| 42 |
+
|
| 43 |
+
<p>This model is available for inference on <a href=https://featherless.ai/models/EVA-UNIT-01/EVA-Qwen2.5-32B-v0.1>FeatherlessAI</a></p>
|
| 44 |
+
|
| 45 |
+
<p>Dedicated to Nev.</p>
|
| 46 |
+
|
| 47 |
+
<p><b>Version notes for 0.1</b>: Additional round of cleaning for the datasets, new subsets of 4o-WritingPrompts and Charcards, picking the most diverse samples from them, plus added a small subset of SystemChat2.0 to improve instruction following and sliglthy increased sequence length. Additionally, fixed the training config mistake from 32B 0.0, layernorm layers stay frozen this time. Unfreezing them caused positivity bias to appear in 32B 0.0 for some reason.</p>
|
| 48 |
+
|
| 49 |
+
<p>
|
| 50 |
+
<p>Prompt format is ChatML.</p><br>
|
| 51 |
+
<h3>Recommended sampler values:</h3>
|
| 52 |
+
<ul>
|
| 53 |
+
<li>Temperature: 1</li>
|
| 54 |
+
<li>Min-P: 0.05</li>
|
| 55 |
+
<li>Top-A: 0.2</li>
|
| 56 |
+
<li>Repetition Penalty: 1.03</li>
|
| 57 |
+
</ul>
|
| 58 |
+
|
| 59 |
+
<h3>Recommended SillyTavern presets (via CalamitousFelicitousness):</h3>
|
| 60 |
+
|
| 61 |
+
- [Context](https://huggingface.co/EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1/blob/main/%5BChatML%5D%20Roleplay-v1.9%20Context.json)
|
| 62 |
+
- [Instruct and System Prompt](https://huggingface.co/EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1/blob/main/%5BChatML%5D%20Roleplay-v1.9%20Instruct.json)
|
| 63 |
+
</p>
|
| 64 |
+
|
| 65 |
+
<p>
|
| 66 |
+
<br>
|
| 67 |
+
<h3>
|
| 68 |
+
Training data:
|
| 69 |
+
</h3>
|
| 70 |
+
<ul>
|
| 71 |
+
<li>Celeste 70B 0.1 data mixture minus Opus Instruct subset. See that model's <a href=https://huggingface.co/nothingiisreal/L3.1-70B-Celeste-V0.1-BF16>card</a> for details.</li>
|
| 72 |
+
<li>Kalomaze's Opus_Instruct_25k dataset, filtered for refusals.</li>
|
| 73 |
+
<li>A subset (1k rows) of ChatGPT-4o-WritingPrompts by Gryphe</li>
|
| 74 |
+
<li>A subset (2k rows) of Sonnet3.5-Charcards-Roleplay by Gryphe</li>
|
| 75 |
+
<li>Synthstruct and SynthRP datasets by Epiculous</li>
|
| 76 |
+
<li>A subset from Dolphin-2.9.3, including filtered version of not_samantha and a small subset of systemchat.</li>
|
| 77 |
+
</ul>
|
| 78 |
+
<h3>
|
| 79 |
+
Training time and hardware:
|
| 80 |
+
</h3>
|
| 81 |
+
<ul><li>7 hours on 8xH100 SXM, provided by <a href=https://featherless.ai/>FeatherlessAI</a></li></ul><br>
|
| 82 |
+
</p>
|
| 83 |
+
<p>Model was trained by Kearm and Auri.</p>
|
| 84 |
+
<h4>Special thanks:</h4><ul>
|
| 85 |
+
<li><b>to <a href=https://featherless.ai/>FeatherlessAI</a> for generously providing 8xH100 SXM node for training of this model</b></li>
|
| 86 |
+
<li>to Gryphe, Lemmy, Kalomaze, Nopm, Epiculous and CogninitiveComputations for the data</li>
|
| 87 |
+
<li>and to Allura-org for support, feedback, beta-testing and doing quality control of EVA models.</li></ul>
|
| 88 |
+
|
| 89 |
+
[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
|
| 90 |
+
<details><summary>See axolotl config</summary>
|
| 91 |
+
|
| 92 |
+
axolotl version: `0.4.1`
|
| 93 |
+
```yaml
|
| 94 |
+
base_model: Qwen/Qwen2.5-32B
|
| 95 |
+
|
| 96 |
+
load_in_8bit: false
|
| 97 |
+
load_in_4bit: false
|
| 98 |
+
strict: false
|
| 99 |
+
|
| 100 |
+
plugins:
|
| 101 |
+
- axolotl.integrations.liger.LigerPlugin
|
| 102 |
+
liger_rope: true
|
| 103 |
+
liger_rms_norm: true
|
| 104 |
+
liger_swiglu: true
|
| 105 |
+
liger_fused_linear_cross_entropy: true
|
| 106 |
+
|
| 107 |
+
# plugins:
|
| 108 |
+
# - axolotl.integrations.spectrum.SpectrumPlugin
|
| 109 |
+
|
| 110 |
+
# spectrum_top_fraction: 0.5
|
| 111 |
+
# # Optional if using a pre-scanned model as your base_model. Useful if using a model mirror
|
| 112 |
+
# spectrum_model_name: Qwen/Qwen2.5-32B
|
| 113 |
+
|
| 114 |
+
datasets:
|
| 115 |
+
- path: datasets/deduped_Synthstruct-Gens_processed_sharegpt_converted_cleaned.jsonl
|
| 116 |
+
type: sharegpt
|
| 117 |
+
- path: datasets/opus-instruct-22k-no_refusals-filtered.jsonl
|
| 118 |
+
type: sharegpt
|
| 119 |
+
- path: datasets/Celeste_Filtered.jsonl
|
| 120 |
+
type: sharegpt
|
| 121 |
+
- path: datasets/Sonnet3-5-charcard-names-filtered-sharegpt.jsonl
|
| 122 |
+
type: sharegpt
|
| 123 |
+
- path: datasets/deduped_SynthRP-Gens_processed_09-25-2024-ShareGPT_converted_cleaned.jsonl
|
| 124 |
+
type: sharegpt
|
| 125 |
+
- path: datasets/Gryphe-4o-WP-filtered-sharegpt.jsonl
|
| 126 |
+
type: sharegpt
|
| 127 |
+
- path: datasets/deduped_not_samantha_norefusals.jsonl
|
| 128 |
+
type: sharegpt
|
| 129 |
+
- path: datasets/SystemChat_subset_filtered_sharegpt.jsonl
|
| 130 |
+
type: sharegpt
|
| 131 |
+
|
| 132 |
+
chat_template: chatml
|
| 133 |
+
shuffle_merged_datasets: true
|
| 134 |
+
val_set_size: 0.001
|
| 135 |
+
output_dir: ./EVA-Qwen2.5-32B-SFFT-v0.1
|
| 136 |
+
|
| 137 |
+
sequence_len: 9216
|
| 138 |
+
sample_packing: true
|
| 139 |
+
eval_sample_packing: false
|
| 140 |
+
pad_to_sequence_len: true
|
| 141 |
+
|
| 142 |
+
# adapter: qlora
|
| 143 |
+
# lora_model_dir:
|
| 144 |
+
# lora_r: 64
|
| 145 |
+
# lora_alpha: 128
|
| 146 |
+
# lora_dropout: 0.05
|
| 147 |
+
# lora_target_linear: true
|
| 148 |
+
# peft_use_dora: true
|
| 149 |
+
|
| 150 |
+
unfrozen_parameters:
|
| 151 |
+
- ^lm_head.weight$
|
| 152 |
+
- ^model.embed_tokens.weight$
|
| 153 |
+
# mlp.down_proj layers
|
| 154 |
+
- model.layers.63.mlp.down_proj
|
| 155 |
+
- model.layers.49.mlp.down_proj
|
| 156 |
+
- model.layers.48.mlp.down_proj
|
| 157 |
+
- model.layers.45.mlp.down_proj
|
| 158 |
+
- model.layers.44.mlp.down_proj
|
| 159 |
+
- model.layers.47.mlp.down_proj
|
| 160 |
+
- model.layers.46.mlp.down_proj
|
| 161 |
+
- model.layers.43.mlp.down_proj
|
| 162 |
+
- model.layers.8.mlp.down_proj
|
| 163 |
+
- model.layers.11.mlp.down_proj
|
| 164 |
+
- model.layers.19.mlp.down_proj
|
| 165 |
+
- model.layers.35.mlp.down_proj
|
| 166 |
+
- model.layers.20.mlp.down_proj
|
| 167 |
+
- model.layers.52.mlp.down_proj
|
| 168 |
+
- model.layers.39.mlp.down_proj
|
| 169 |
+
- model.layers.62.mlp.down_proj
|
| 170 |
+
- model.layers.50.mlp.down_proj
|
| 171 |
+
- model.layers.29.mlp.down_proj
|
| 172 |
+
- model.layers.16.mlp.down_proj
|
| 173 |
+
- model.layers.28.mlp.down_proj
|
| 174 |
+
- model.layers.53.mlp.down_proj
|
| 175 |
+
- model.layers.30.mlp.down_proj
|
| 176 |
+
- model.layers.31.mlp.down_proj
|
| 177 |
+
- model.layers.32.mlp.down_proj
|
| 178 |
+
- model.layers.7.mlp.down_proj
|
| 179 |
+
- model.layers.36.mlp.down_proj
|
| 180 |
+
- model.layers.12.mlp.down_proj
|
| 181 |
+
- model.layers.18.mlp.down_proj
|
| 182 |
+
- model.layers.37.mlp.down_proj
|
| 183 |
+
- model.layers.38.mlp.down_proj
|
| 184 |
+
- model.layers.14.mlp.down_proj
|
| 185 |
+
- model.layers.13.mlp.down_proj
|
| 186 |
+
# mlp.gate_proj layers
|
| 187 |
+
- model.layers.43.mlp.gate_proj
|
| 188 |
+
- model.layers.61.mlp.gate_proj
|
| 189 |
+
- model.layers.60.mlp.gate_proj
|
| 190 |
+
- model.layers.44.mlp.gate_proj
|
| 191 |
+
- model.layers.62.mlp.gate_proj
|
| 192 |
+
- model.layers.28.mlp.gate_proj
|
| 193 |
+
- model.layers.29.mlp.gate_proj
|
| 194 |
+
- model.layers.45.mlp.gate_proj
|
| 195 |
+
- model.layers.37.mlp.gate_proj
|
| 196 |
+
- model.layers.35.mlp.gate_proj
|
| 197 |
+
- model.layers.59.mlp.gate_proj
|
| 198 |
+
- model.layers.36.mlp.gate_proj
|
| 199 |
+
- model.layers.30.mlp.gate_proj
|
| 200 |
+
- model.layers.48.mlp.gate_proj
|
| 201 |
+
- model.layers.38.mlp.gate_proj
|
| 202 |
+
- model.layers.27.mlp.gate_proj
|
| 203 |
+
- model.layers.31.mlp.gate_proj
|
| 204 |
+
- model.layers.34.mlp.gate_proj
|
| 205 |
+
- model.layers.58.mlp.gate_proj
|
| 206 |
+
- model.layers.33.mlp.gate_proj
|
| 207 |
+
- model.layers.39.mlp.gate_proj
|
| 208 |
+
- model.layers.26.mlp.gate_proj
|
| 209 |
+
- model.layers.32.mlp.gate_proj
|
| 210 |
+
- model.layers.46.mlp.gate_proj
|
| 211 |
+
- model.layers.42.mlp.gate_proj
|
| 212 |
+
- model.layers.49.mlp.gate_proj
|
| 213 |
+
- model.layers.57.mlp.gate_proj
|
| 214 |
+
- model.layers.50.mlp.gate_proj
|
| 215 |
+
- model.layers.47.mlp.gate_proj
|
| 216 |
+
- model.layers.56.mlp.gate_proj
|
| 217 |
+
- model.layers.63.mlp.gate_proj
|
| 218 |
+
- model.layers.55.mlp.gate_proj
|
| 219 |
+
# mlp.up_proj layers
|
| 220 |
+
- model.layers.61.mlp.up_proj
|
| 221 |
+
- model.layers.60.mlp.up_proj
|
| 222 |
+
- model.layers.32.mlp.up_proj
|
| 223 |
+
- model.layers.59.mlp.up_proj
|
| 224 |
+
- model.layers.58.mlp.up_proj
|
| 225 |
+
- model.layers.57.mlp.up_proj
|
| 226 |
+
- model.layers.44.mlp.up_proj
|
| 227 |
+
- model.layers.28.mlp.up_proj
|
| 228 |
+
- model.layers.35.mlp.up_proj
|
| 229 |
+
- model.layers.36.mlp.up_proj
|
| 230 |
+
- model.layers.29.mlp.up_proj
|
| 231 |
+
- model.layers.31.mlp.up_proj
|
| 232 |
+
- model.layers.34.mlp.up_proj
|
| 233 |
+
- model.layers.55.mlp.up_proj
|
| 234 |
+
- model.layers.49.mlp.up_proj
|
| 235 |
+
- model.layers.30.mlp.up_proj
|
| 236 |
+
- model.layers.53.mlp.up_proj
|
| 237 |
+
- model.layers.43.mlp.up_proj
|
| 238 |
+
- model.layers.56.mlp.up_proj
|
| 239 |
+
- model.layers.33.mlp.up_proj
|
| 240 |
+
- model.layers.54.mlp.up_proj
|
| 241 |
+
- model.layers.62.mlp.up_proj
|
| 242 |
+
- model.layers.27.mlp.up_proj
|
| 243 |
+
- model.layers.51.mlp.up_proj
|
| 244 |
+
- model.layers.52.mlp.up_proj
|
| 245 |
+
- model.layers.37.mlp.up_proj
|
| 246 |
+
- model.layers.45.mlp.up_proj
|
| 247 |
+
- model.layers.26.mlp.up_proj
|
| 248 |
+
- model.layers.42.mlp.up_proj
|
| 249 |
+
- model.layers.50.mlp.up_proj
|
| 250 |
+
- model.layers.48.mlp.up_proj
|
| 251 |
+
- model.layers.39.mlp.up_proj
|
| 252 |
+
# self_attn.k_proj layers
|
| 253 |
+
- model.layers.63.self_attn.k_proj
|
| 254 |
+
- model.layers.55.self_attn.k_proj
|
| 255 |
+
- model.layers.60.self_attn.k_proj
|
| 256 |
+
- model.layers.7.self_attn.k_proj
|
| 257 |
+
- model.layers.12.self_attn.k_proj
|
| 258 |
+
- model.layers.13.self_attn.k_proj
|
| 259 |
+
- model.layers.57.self_attn.k_proj
|
| 260 |
+
- model.layers.29.self_attn.k_proj
|
| 261 |
+
- model.layers.14.self_attn.k_proj
|
| 262 |
+
- model.layers.51.self_attn.k_proj
|
| 263 |
+
- model.layers.53.self_attn.k_proj
|
| 264 |
+
- model.layers.54.self_attn.k_proj
|
| 265 |
+
- model.layers.22.self_attn.k_proj
|
| 266 |
+
- model.layers.61.self_attn.k_proj
|
| 267 |
+
- model.layers.18.self_attn.k_proj
|
| 268 |
+
- model.layers.30.self_attn.k_proj
|
| 269 |
+
- model.layers.9.self_attn.k_proj
|
| 270 |
+
- model.layers.24.self_attn.k_proj
|
| 271 |
+
- model.layers.23.self_attn.k_proj
|
| 272 |
+
- model.layers.25.self_attn.k_proj
|
| 273 |
+
- model.layers.10.self_attn.k_proj
|
| 274 |
+
- model.layers.58.self_attn.k_proj
|
| 275 |
+
- model.layers.56.self_attn.k_proj
|
| 276 |
+
- model.layers.15.self_attn.k_proj
|
| 277 |
+
- model.layers.32.self_attn.k_proj
|
| 278 |
+
- model.layers.28.self_attn.k_proj
|
| 279 |
+
- model.layers.8.self_attn.k_proj
|
| 280 |
+
- model.layers.59.self_attn.k_proj
|
| 281 |
+
- model.layers.11.self_attn.k_proj
|
| 282 |
+
- model.layers.48.self_attn.k_proj
|
| 283 |
+
- model.layers.16.self_attn.k_proj
|
| 284 |
+
- model.layers.50.self_attn.k_proj
|
| 285 |
+
# self_attn.o_proj layers
|
| 286 |
+
- model.layers.15.self_attn.o_proj
|
| 287 |
+
- model.layers.23.self_attn.o_proj
|
| 288 |
+
- model.layers.31.self_attn.o_proj
|
| 289 |
+
- model.layers.30.self_attn.o_proj
|
| 290 |
+
- model.layers.18.self_attn.o_proj
|
| 291 |
+
- model.layers.24.self_attn.o_proj
|
| 292 |
+
- model.layers.17.self_attn.o_proj
|
| 293 |
+
- model.layers.28.self_attn.o_proj
|
| 294 |
+
- model.layers.34.self_attn.o_proj
|
| 295 |
+
- model.layers.33.self_attn.o_proj
|
| 296 |
+
- model.layers.25.self_attn.o_proj
|
| 297 |
+
- model.layers.12.self_attn.o_proj
|
| 298 |
+
- model.layers.14.self_attn.o_proj
|
| 299 |
+
- model.layers.29.self_attn.o_proj
|
| 300 |
+
- model.layers.16.self_attn.o_proj
|
| 301 |
+
- model.layers.26.self_attn.o_proj
|
| 302 |
+
- model.layers.22.self_attn.o_proj
|
| 303 |
+
- model.layers.27.self_attn.o_proj
|
| 304 |
+
- model.layers.35.self_attn.o_proj
|
| 305 |
+
- model.layers.20.self_attn.o_proj
|
| 306 |
+
- model.layers.13.self_attn.o_proj
|
| 307 |
+
- model.layers.36.self_attn.o_proj
|
| 308 |
+
- model.layers.19.self_attn.o_proj
|
| 309 |
+
- model.layers.37.self_attn.o_proj
|
| 310 |
+
- model.layers.21.self_attn.o_proj
|
| 311 |
+
- model.layers.11.self_attn.o_proj
|
| 312 |
+
- model.layers.54.self_attn.o_proj
|
| 313 |
+
- model.layers.5.self_attn.o_proj
|
| 314 |
+
- model.layers.38.self_attn.o_proj
|
| 315 |
+
- model.layers.6.self_attn.o_proj
|
| 316 |
+
- model.layers.8.self_attn.o_proj
|
| 317 |
+
- model.layers.9.self_attn.o_proj
|
| 318 |
+
# self_attn.q_proj layers
|
| 319 |
+
- model.layers.1.self_attn.q_proj
|
| 320 |
+
- model.layers.2.self_attn.q_proj
|
| 321 |
+
- model.layers.3.self_attn.q_proj
|
| 322 |
+
- model.layers.45.self_attn.q_proj
|
| 323 |
+
- model.layers.54.self_attn.q_proj
|
| 324 |
+
- model.layers.35.self_attn.q_proj
|
| 325 |
+
- model.layers.48.self_attn.q_proj
|
| 326 |
+
- model.layers.61.self_attn.q_proj
|
| 327 |
+
- model.layers.52.self_attn.q_proj
|
| 328 |
+
- model.layers.50.self_attn.q_proj
|
| 329 |
+
- model.layers.60.self_attn.q_proj
|
| 330 |
+
- model.layers.56.self_attn.q_proj
|
| 331 |
+
- model.layers.58.self_attn.q_proj
|
| 332 |
+
- model.layers.42.self_attn.q_proj
|
| 333 |
+
- model.layers.59.self_attn.q_proj
|
| 334 |
+
- model.layers.44.self_attn.q_proj
|
| 335 |
+
- model.layers.55.self_attn.q_proj
|
| 336 |
+
- model.layers.57.self_attn.q_proj
|
| 337 |
+
- model.layers.41.self_attn.q_proj
|
| 338 |
+
- model.layers.36.self_attn.q_proj
|
| 339 |
+
- model.layers.39.self_attn.q_proj
|
| 340 |
+
- model.layers.4.self_attn.q_proj
|
| 341 |
+
- model.layers.43.self_attn.q_proj
|
| 342 |
+
- model.layers.34.self_attn.q_proj
|
| 343 |
+
- model.layers.46.self_attn.q_proj
|
| 344 |
+
- model.layers.49.self_attn.q_proj
|
| 345 |
+
- model.layers.40.self_attn.q_proj
|
| 346 |
+
- model.layers.25.self_attn.q_proj
|
| 347 |
+
- model.layers.51.self_attn.q_proj
|
| 348 |
+
- model.layers.17.self_attn.q_proj
|
| 349 |
+
- model.layers.37.self_attn.q_proj
|
| 350 |
+
- model.layers.53.self_attn.q_proj
|
| 351 |
+
# self_attn.v_proj layers
|
| 352 |
+
- model.layers.55.self_attn.v_proj
|
| 353 |
+
- model.layers.31.self_attn.v_proj
|
| 354 |
+
- model.layers.47.self_attn.v_proj
|
| 355 |
+
- model.layers.45.self_attn.v_proj
|
| 356 |
+
- model.layers.49.self_attn.v_proj
|
| 357 |
+
- model.layers.48.self_attn.v_proj
|
| 358 |
+
- model.layers.15.self_attn.v_proj
|
| 359 |
+
- model.layers.30.self_attn.v_proj
|
| 360 |
+
- model.layers.7.self_attn.v_proj
|
| 361 |
+
- model.layers.44.self_attn.v_proj
|
| 362 |
+
- model.layers.29.self_attn.v_proj
|
| 363 |
+
- model.layers.51.self_attn.v_proj
|
| 364 |
+
- model.layers.50.self_attn.v_proj
|
| 365 |
+
- model.layers.14.self_attn.v_proj
|
| 366 |
+
- model.layers.54.self_attn.v_proj
|
| 367 |
+
- model.layers.32.self_attn.v_proj
|
| 368 |
+
- model.layers.43.self_attn.v_proj
|
| 369 |
+
- model.layers.10.self_attn.v_proj
|
| 370 |
+
- model.layers.46.self_attn.v_proj
|
| 371 |
+
- model.layers.38.self_attn.v_proj
|
| 372 |
+
- model.layers.57.self_attn.v_proj
|
| 373 |
+
- model.layers.22.self_attn.v_proj
|
| 374 |
+
- model.layers.39.self_attn.v_proj
|
| 375 |
+
- model.layers.6.self_attn.v_proj
|
| 376 |
+
- model.layers.23.self_attn.v_proj
|
| 377 |
+
- model.layers.58.self_attn.v_proj
|
| 378 |
+
- model.layers.53.self_attn.v_proj
|
| 379 |
+
- model.layers.40.self_attn.v_proj
|
| 380 |
+
- model.layers.24.self_attn.v_proj
|
| 381 |
+
- model.layers.9.self_attn.v_proj
|
| 382 |
+
- model.layers.25.self_attn.v_proj
|
| 383 |
+
- model.layers.5.self_attn.v_proj
|
| 384 |
+
|
| 385 |
+
|
| 386 |
+
|
| 387 |
+
wandb_project: EVA-Qwen2.5-32B-SFFT-v0.1
|
| 388 |
+
wandb_entity:
|
| 389 |
+
wandb_watch:
|
| 390 |
+
wandb_name: Unit-01
|
| 391 |
+
wandb_log_model:
|
| 392 |
+
|
| 393 |
+
gradient_accumulation_steps: 8
|
| 394 |
+
micro_batch_size: 1
|
| 395 |
+
num_epochs: 3
|
| 396 |
+
optimizer: paged_adamw_8bit
|
| 397 |
+
lr_scheduler: cosine
|
| 398 |
+
learning_rate: 0.00005
|
| 399 |
+
max_grad_norm: 3
|
| 400 |
+
|
| 401 |
+
train_on_inputs: false
|
| 402 |
+
group_by_length: false
|
| 403 |
+
bf16: auto
|
| 404 |
+
fp16:
|
| 405 |
+
tf32: false
|
| 406 |
+
|
| 407 |
+
gradient_checkpointing: "unsloth"
|
| 408 |
+
# gradient_checkpointing_kwargs:
|
| 409 |
+
# use_reentrant: true
|
| 410 |
+
early_stopping_patience:
|
| 411 |
+
resume_from_checkpoint:
|
| 412 |
+
local_rank:
|
| 413 |
+
logging_steps: 1
|
| 414 |
+
xformers_attention:
|
| 415 |
+
flash_attention: true
|
| 416 |
+
|
| 417 |
+
warmup_steps: 20
|
| 418 |
+
evals_per_epoch: 4
|
| 419 |
+
saves_per_epoch: 2
|
| 420 |
+
save_safetensors: true
|
| 421 |
+
hub_model_id:
|
| 422 |
+
hub_strategy:
|
| 423 |
+
debug:
|
| 424 |
+
deepspeed: deepspeed_configs/zero3_bf16.json
|
| 425 |
+
weight_decay: 0.1
|
| 426 |
+
# fsdp:
|
| 427 |
+
# - full_shard
|
| 428 |
+
# - auto_wrap
|
| 429 |
+
# fsdp_config:
|
| 430 |
+
# fsdp_limit_all_gathers: true
|
| 431 |
+
# fsdp_sync_module_states: false
|
| 432 |
+
# fsdp_offload_params: true
|
| 433 |
+
# fsdp_cpu_ram_efficient_loading: true
|
| 434 |
+
# fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
|
| 435 |
+
# fsdp_transformer_layer_cls_to_wrap: Qwen2DecoderLayer
|
| 436 |
+
# fsdp_activation_checkpointing: true
|
| 437 |
+
# fsdp_state_dict_type: SHARDED_STATE_DICT # Changed from FULL_STATE_DICT
|
| 438 |
+
# fsdp_sharding_strategy: FULL_SHARD
|
| 439 |
+
# fsdp_forward_prefetch: false # Added
|
| 440 |
+
# fsdp_backward_prefetch: "BACKWARD_PRE" # Added
|
| 441 |
+
# fsdp_backward_prefetch_limit: 1 # Added
|
| 442 |
+
# fsdp_mixed_precision: BF16 # Added
|
| 443 |
+
```
|
| 444 |
+
|
| 445 |
</details>
|