0b6d416e9d76964a09a5a9cc035c6d28
This model is a fine-tuned version of facebook/opt-1.3b on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.5366
- Data Size: 1.0
- Epoch Runtime: 352.1939
- Accuracy: 0.8861
- F1 Macro: 0.8857
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro |
|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 3.3569 | 0 | 25.4804 | 0.0466 | 0.0292 |
| No log | 1 | 499 | 3.0470 | 0.0078 | 28.0726 | 0.1477 | 0.1149 |
| 0.0328 | 2 | 998 | 1.3445 | 0.0156 | 32.1826 | 0.5769 | 0.5407 |
| 0.0378 | 3 | 1497 | 0.9910 | 0.0312 | 39.8066 | 0.6993 | 0.6825 |
| 0.0356 | 4 | 1996 | 0.7908 | 0.0625 | 51.2975 | 0.7460 | 0.7367 |
| 0.7834 | 5 | 2495 | 0.6936 | 0.125 | 72.6094 | 0.7853 | 0.7824 |
| 0.5408 | 6 | 2994 | 0.5709 | 0.25 | 115.4693 | 0.8221 | 0.8204 |
| 0.4811 | 7 | 3493 | 0.4357 | 0.5 | 193.4714 | 0.8619 | 0.8627 |
| 0.3698 | 8.0 | 3992 | 0.3826 | 1.0 | 351.1356 | 0.8805 | 0.8802 |
| 0.3302 | 9.0 | 4491 | 0.4717 | 1.0 | 350.8585 | 0.8662 | 0.8621 |
| 0.2451 | 10.0 | 4990 | 0.4367 | 1.0 | 352.3412 | 0.8775 | 0.8752 |
| 0.2072 | 11.0 | 5489 | 0.5502 | 1.0 | 348.9006 | 0.8639 | 0.8651 |
| 0.1809 | 12.0 | 5988 | 0.5366 | 1.0 | 352.1939 | 0.8861 | 0.8857 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/0b6d416e9d76964a09a5a9cc035c6d28
Base model
facebook/opt-1.3b