2bb0db9bd915dc8f565ccf36b9bc1817
This model is a fine-tuned version of facebook/opt-350m on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.6564
- Data Size: 1.0
- Epoch Runtime: 142.7291
- Accuracy: 0.8952
- F1 Macro: 0.8928
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 | 5.0934 | 0 | 10.6609 | 0.0451 | 0.0183 |
| No log | 1 | 499 | 4.2240 | 0.0078 | 11.8500 | 0.0902 | 0.0354 |
| 0.0483 | 2 | 998 | 2.8545 | 0.0156 | 12.6976 | 0.1447 | 0.0917 |
| 0.0583 | 3 | 1497 | 1.3402 | 0.0312 | 15.5551 | 0.5587 | 0.5131 |
| 0.057 | 4 | 1996 | 1.0782 | 0.0625 | 19.9243 | 0.6628 | 0.6383 |
| 0.9432 | 5 | 2495 | 0.9467 | 0.125 | 28.3133 | 0.7155 | 0.7131 |
| 0.616 | 6 | 2994 | 0.6047 | 0.25 | 45.2688 | 0.8087 | 0.8045 |
| 0.4779 | 7 | 3493 | 0.5300 | 0.5 | 77.7799 | 0.8425 | 0.8400 |
| 0.337 | 8.0 | 3992 | 0.3920 | 1.0 | 142.1769 | 0.8773 | 0.8771 |
| 0.276 | 9.0 | 4491 | 0.3966 | 1.0 | 142.5086 | 0.8770 | 0.8738 |
| 0.1872 | 10.0 | 4990 | 0.5704 | 1.0 | 142.5976 | 0.8700 | 0.8689 |
| 0.1943 | 11.0 | 5489 | 0.5666 | 1.0 | 142.9747 | 0.8695 | 0.8693 |
| 0.1588 | 12.0 | 5988 | 0.6564 | 1.0 | 142.7291 | 0.8952 | 0.8928 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
- Downloads last month
- 1
Model tree for contemmcm/2bb0db9bd915dc8f565ccf36b9bc1817
Base model
facebook/opt-350m