Training in progress, step 100
Browse files- README.md +178 -0
- adapter_config.json +29 -0
- adapter_model.safetensors +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +42 -0
- training_args.bin +3 -0
README.md
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---
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library_name: peft
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base_model: peiyi9979/math-shepherd-mistral-7b-prm
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- precision
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- recall
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- f1
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model-index:
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- name: v3b_mistral_lora
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# v3b_mistral_lora
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This model is a fine-tuned version of [peiyi9979/math-shepherd-mistral-7b-prm](https://huggingface.co/peiyi9979/math-shepherd-mistral-7b-prm) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0126
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- Accuracy: 0.9936
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- Precision: 0.8793
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- Recall: 0.9808
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- F1: 0.9273
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 765837
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 64
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- total_eval_batch_size: 32
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 1
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
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|:-------------:|:------:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
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| No log | 0 | 0 | 0.3911 | 0.9098 | 0.2222 | 0.4615 | 0.3 |
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| 0.7904 | 0.0095 | 20 | 0.3855 | 0.9163 | 0.24 | 0.4615 | 0.3158 |
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| 0.6496 | 0.0190 | 40 | 0.3578 | 0.9300 | 0.2603 | 0.3654 | 0.304 |
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| 0.5209 | 0.0284 | 60 | 0.3011 | 0.9469 | 0.2941 | 0.1923 | 0.2326 |
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| 0.482 | 0.0379 | 80 | 0.2597 | 0.9525 | 0.3478 | 0.1538 | 0.2133 |
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| 0.4165 | 0.0474 | 100 | 0.2602 | 0.9549 | 0.4524 | 0.3654 | 0.4043 |
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| 0.5055 | 0.0569 | 120 | 0.2183 | 0.9614 | 0.5345 | 0.5962 | 0.5636 |
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| 0.2795 | 0.0664 | 140 | 0.1609 | 0.9541 | 0.4699 | 0.75 | 0.5778 |
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| 0.3314 | 0.0758 | 160 | 0.1574 | 0.9316 | 0.3659 | 0.8654 | 0.5143 |
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| 0.257 | 0.0853 | 180 | 0.1001 | 0.9597 | 0.5119 | 0.8269 | 0.6324 |
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| 0.3089 | 0.0948 | 200 | 0.0747 | 0.9750 | 0.6567 | 0.8462 | 0.7395 |
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| 0.329 | 0.1043 | 220 | 0.0722 | 0.9742 | 0.6471 | 0.8462 | 0.7333 |
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| 0.4088 | 0.1138 | 240 | 0.0581 | 0.9815 | 0.7458 | 0.8462 | 0.7928 |
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| 0.2598 | 0.1233 | 260 | 0.0531 | 0.9815 | 0.7458 | 0.8462 | 0.7928 |
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| 0.1978 | 0.1327 | 280 | 0.0428 | 0.9863 | 0.8070 | 0.8846 | 0.8440 |
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| 0.1661 | 0.1422 | 300 | 0.0452 | 0.9839 | 0.75 | 0.9231 | 0.8276 |
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| 0.2944 | 0.1517 | 320 | 0.0511 | 0.9815 | 0.7101 | 0.9423 | 0.8099 |
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| 0.2463 | 0.1612 | 340 | 0.0379 | 0.9847 | 0.7463 | 0.9615 | 0.8403 |
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| 0.1767 | 0.1707 | 360 | 0.0379 | 0.9871 | 0.7812 | 0.9615 | 0.8621 |
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| 0.1581 | 0.1801 | 380 | 0.0315 | 0.9903 | 0.8571 | 0.9231 | 0.8889 |
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| 0.1162 | 0.1896 | 400 | 0.0378 | 0.9863 | 0.7692 | 0.9615 | 0.8547 |
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| 0.1442 | 0.1991 | 420 | 0.0395 | 0.9855 | 0.7656 | 0.9423 | 0.8448 |
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| 0.1957 | 0.2086 | 440 | 0.0343 | 0.9903 | 0.8333 | 0.9615 | 0.8929 |
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| 0.2593 | 0.2181 | 460 | 0.0308 | 0.9919 | 0.875 | 0.9423 | 0.9074 |
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| 0.1137 | 0.2275 | 480 | 0.0236 | 0.9936 | 0.8929 | 0.9615 | 0.9259 |
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| 0.2213 | 0.2370 | 500 | 0.0264 | 0.9879 | 0.7846 | 0.9808 | 0.8718 |
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| 0.2092 | 0.2465 | 520 | 0.0336 | 0.9895 | 0.8197 | 0.9615 | 0.8850 |
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| 0.2247 | 0.2560 | 540 | 0.0287 | 0.9928 | 0.8909 | 0.9423 | 0.9159 |
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| 0.2684 | 0.2655 | 560 | 0.0286 | 0.9919 | 0.8621 | 0.9615 | 0.9091 |
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| 0.1485 | 0.2749 | 580 | 0.0354 | 0.9895 | 0.8197 | 0.9615 | 0.8850 |
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| 0.1168 | 0.2844 | 600 | 0.0274 | 0.9928 | 0.8909 | 0.9423 | 0.9159 |
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| 0.1899 | 0.2939 | 620 | 0.0262 | 0.9911 | 0.8475 | 0.9615 | 0.9009 |
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| 0.1626 | 0.3034 | 640 | 0.0274 | 0.9895 | 0.8197 | 0.9615 | 0.8850 |
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| 0.1919 | 0.3129 | 660 | 0.0435 | 0.9847 | 0.7324 | 1.0 | 0.8455 |
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| 0.1953 | 0.3224 | 680 | 0.0215 | 0.9936 | 0.8929 | 0.9615 | 0.9259 |
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| 0.1978 | 0.3318 | 700 | 0.0260 | 0.9903 | 0.8333 | 0.9615 | 0.8929 |
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| 0.311 | 0.3413 | 720 | 0.0168 | 0.9944 | 0.9091 | 0.9615 | 0.9346 |
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| 0.226 | 0.3508 | 740 | 0.0166 | 0.9928 | 0.8525 | 1.0 | 0.9204 |
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| 0.1394 | 0.3603 | 760 | 0.0195 | 0.9919 | 0.85 | 0.9808 | 0.9107 |
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| 0.1702 | 0.3698 | 780 | 0.0358 | 0.9855 | 0.75 | 0.9808 | 0.85 |
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| 0.1413 | 0.3792 | 800 | 0.0269 | 0.9911 | 0.8361 | 0.9808 | 0.9027 |
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| 0.2015 | 0.3887 | 820 | 0.0238 | 0.9911 | 0.8361 | 0.9808 | 0.9027 |
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| 0.1752 | 0.3982 | 840 | 0.0253 | 0.9895 | 0.8 | 1.0 | 0.8889 |
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| 0.212 | 0.4077 | 860 | 0.0250 | 0.9911 | 0.8475 | 0.9615 | 0.9009 |
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| 0.1556 | 0.4172 | 880 | 0.0247 | 0.9928 | 0.8909 | 0.9423 | 0.9159 |
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| 0.1495 | 0.4266 | 900 | 0.0141 | 0.9919 | 0.85 | 0.9808 | 0.9107 |
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| 0.1666 | 0.4361 | 920 | 0.0187 | 0.9936 | 0.9074 | 0.9423 | 0.9245 |
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| 0.1475 | 0.4456 | 940 | 0.0199 | 0.9911 | 0.8361 | 0.9808 | 0.9027 |
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| 0.1459 | 0.4551 | 960 | 0.0166 | 0.9919 | 0.8387 | 1.0 | 0.9123 |
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| 0.1264 | 0.4646 | 980 | 0.0155 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
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| 0.1389 | 0.4740 | 1000 | 0.0152 | 0.9944 | 0.9091 | 0.9615 | 0.9346 |
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| 0.1433 | 0.4835 | 1020 | 0.0147 | 0.9944 | 0.9091 | 0.9615 | 0.9346 |
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| 0.1389 | 0.4930 | 1040 | 0.0126 | 0.9968 | 0.9444 | 0.9808 | 0.9623 |
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| 0.1452 | 0.5025 | 1060 | 0.0230 | 0.9903 | 0.8125 | 1.0 | 0.8966 |
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| 0.1623 | 0.5120 | 1080 | 0.0128 | 0.9952 | 0.9259 | 0.9615 | 0.9434 |
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| 0.1179 | 0.5215 | 1100 | 0.0156 | 0.9952 | 0.8966 | 1.0 | 0.9455 |
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| 0.1256 | 0.5309 | 1120 | 0.0175 | 0.9952 | 0.9107 | 0.9808 | 0.9444 |
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| 0.1536 | 0.5404 | 1140 | 0.0221 | 0.9919 | 0.85 | 0.9808 | 0.9107 |
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| 0.1873 | 0.5499 | 1160 | 0.0234 | 0.9903 | 0.8125 | 1.0 | 0.8966 |
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| 0.1234 | 0.5594 | 1180 | 0.0174 | 0.9944 | 0.9091 | 0.9615 | 0.9346 |
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| 0.205 | 0.5689 | 1200 | 0.0162 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
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| 0.1975 | 0.5783 | 1220 | 0.0155 | 0.9944 | 0.9091 | 0.9615 | 0.9346 |
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| 0.1302 | 0.5878 | 1240 | 0.0131 | 0.9960 | 0.9123 | 1.0 | 0.9541 |
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| 0.2996 | 0.5973 | 1260 | 0.0172 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.1381 | 0.6068 | 1280 | 0.0145 | 0.9936 | 0.8929 | 0.9615 | 0.9259 |
|
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| 0.1559 | 0.6163 | 1300 | 0.0142 | 0.9936 | 0.8929 | 0.9615 | 0.9259 |
|
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| 0.1588 | 0.6257 | 1320 | 0.0194 | 0.9911 | 0.8361 | 0.9808 | 0.9027 |
|
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| 0.1101 | 0.6352 | 1340 | 0.0149 | 0.9936 | 0.8929 | 0.9615 | 0.9259 |
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| 0.1533 | 0.6447 | 1360 | 0.0152 | 0.9936 | 0.8667 | 1.0 | 0.9286 |
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| 0.1567 | 0.6542 | 1380 | 0.0139 | 0.9928 | 0.8772 | 0.9615 | 0.9174 |
|
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| 0.1771 | 0.6637 | 1400 | 0.0176 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1531 | 0.6731 | 1420 | 0.0142 | 0.9928 | 0.8772 | 0.9615 | 0.9174 |
|
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| 0.1366 | 0.6826 | 1440 | 0.0157 | 0.9928 | 0.8525 | 1.0 | 0.9204 |
|
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| 0.1597 | 0.6921 | 1460 | 0.0149 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.1527 | 0.7016 | 1480 | 0.0156 | 0.9919 | 0.8387 | 1.0 | 0.9123 |
|
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| 0.2199 | 0.7111 | 1500 | 0.0137 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.2215 | 0.7205 | 1520 | 0.0140 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.199 | 0.7300 | 1540 | 0.0167 | 0.9936 | 0.8667 | 1.0 | 0.9286 |
|
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| 0.1505 | 0.7395 | 1560 | 0.0106 | 0.9960 | 0.9273 | 0.9808 | 0.9533 |
|
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| 0.2082 | 0.7490 | 1580 | 0.0146 | 0.9928 | 0.8525 | 1.0 | 0.9204 |
|
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| 0.1431 | 0.7585 | 1600 | 0.0108 | 0.9944 | 0.8947 | 0.9808 | 0.9358 |
|
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| 0.1388 | 0.7680 | 1620 | 0.0125 | 0.9952 | 0.8966 | 1.0 | 0.9455 |
|
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| 0.1221 | 0.7774 | 1640 | 0.0100 | 0.9960 | 0.9273 | 0.9808 | 0.9533 |
|
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| 0.1571 | 0.7869 | 1660 | 0.0108 | 0.9960 | 0.9273 | 0.9808 | 0.9533 |
|
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| 0.1472 | 0.7964 | 1680 | 0.0115 | 0.9944 | 0.8947 | 0.9808 | 0.9358 |
|
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| 0.1236 | 0.8059 | 1700 | 0.0121 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1477 | 0.8154 | 1720 | 0.0113 | 0.9952 | 0.9107 | 0.9808 | 0.9444 |
|
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| 0.1781 | 0.8248 | 1740 | 0.0139 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1517 | 0.8343 | 1760 | 0.0129 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1811 | 0.8438 | 1780 | 0.0123 | 0.9944 | 0.8947 | 0.9808 | 0.9358 |
|
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| 0.1592 | 0.8533 | 1800 | 0.0136 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.0799 | 0.8628 | 1820 | 0.0149 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.1294 | 0.8722 | 1840 | 0.0130 | 0.9944 | 0.8814 | 1.0 | 0.9369 |
|
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| 0.2076 | 0.8817 | 1860 | 0.0121 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1628 | 0.8912 | 1880 | 0.0121 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.156 | 0.9007 | 1900 | 0.0128 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.0762 | 0.9102 | 1920 | 0.0128 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1372 | 0.9196 | 1940 | 0.0124 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.0837 | 0.9291 | 1960 | 0.0123 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1353 | 0.9386 | 1980 | 0.0126 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1914 | 0.9481 | 2000 | 0.0127 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1072 | 0.9576 | 2020 | 0.0127 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.2165 | 0.9671 | 2040 | 0.0129 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.1417 | 0.9765 | 2060 | 0.0127 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.101 | 0.9860 | 2080 | 0.0126 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
|
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| 0.2136 | 0.9955 | 2100 | 0.0126 | 0.9936 | 0.8793 | 0.9808 | 0.9273 |
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### Framework versions
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- PEFT 0.13.2
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- Transformers 4.46.0
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- Pytorch 2.5.1+cu124
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "peiyi9979/math-shepherd-mistral-7b-prm",
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"bias": "none",
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"fan_in_fan_out": false,
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
23 |
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|
24 |
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"v_proj"
|
25 |
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],
|
26 |
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"task_type": "CAUSAL_LM",
|
27 |
+
"use_dora": false,
|
28 |
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"use_rslora": false
|
29 |
+
}
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adapter_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:4881c1416e4e60ff3fc448f414717d7cc514f4df723130438bc8a0ac0797bfd4
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3 |
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size 27280152
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special_tokens_map.json
ADDED
@@ -0,0 +1,24 @@
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|
1 |
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{
|
2 |
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|
3 |
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"content": "<s>",
|
4 |
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"lstrip": false,
|
5 |
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"normalized": true,
|
6 |
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"rstrip": false,
|
7 |
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"single_word": false
|
8 |
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},
|
9 |
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"eos_token": {
|
10 |
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"content": "</s>",
|
11 |
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"lstrip": false,
|
12 |
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"normalized": true,
|
13 |
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"rstrip": false,
|
14 |
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"single_word": false
|
15 |
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},
|
16 |
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"pad_token": "</s>",
|
17 |
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"unk_token": {
|
18 |
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"content": "<unk>",
|
19 |
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|
20 |
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"normalized": true,
|
21 |
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"rstrip": false,
|
22 |
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|
23 |
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}
|
24 |
+
}
|
tokenizer.json
ADDED
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See raw diff
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tokenizer.model
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055
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size 493443
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tokenizer_config.json
ADDED
@@ -0,0 +1,42 @@
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|
1 |
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{
|
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|
3 |
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|
4 |
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|
5 |
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"added_tokens_decoder": {
|
6 |
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"0": {
|
7 |
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"content": "<unk>",
|
8 |
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|
9 |
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|
10 |
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"rstrip": false,
|
11 |
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"single_word": false,
|
12 |
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"special": true
|
13 |
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},
|
14 |
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"1": {
|
15 |
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"content": "<s>",
|
16 |
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|
17 |
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"normalized": true,
|
18 |
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|
19 |
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"single_word": false,
|
20 |
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"special": true
|
21 |
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},
|
22 |
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"2": {
|
23 |
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"content": "</s>",
|
24 |
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|
25 |
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|
26 |
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|
27 |
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|
28 |
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|
29 |
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}
|
30 |
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},
|
31 |
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"bos_token": "<s>",
|
32 |
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|
33 |
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"eos_token": "</s>",
|
34 |
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"legacy": true,
|
35 |
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"model_max_length": 1000000000000000019884624838656,
|
36 |
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"pad_token": "</s>",
|
37 |
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"sp_model_kwargs": {},
|
38 |
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"spaces_between_special_tokens": false,
|
39 |
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"tokenizer_class": "LlamaTokenizer",
|
40 |
+
"unk_token": "<unk>",
|
41 |
+
"use_default_system_prompt": true
|
42 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
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|
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|
|
|
1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:4ecd4b75950b987770c42135c3af97eab30994c1b33645440f4b3c525ddb354a
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size 5240
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