a9c4e2985f2d1af80b1565892288806e
This model is a fine-tuned version of openai-community/gpt2-medium on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.4070
- Data Size: 1.0
- Epoch Runtime: 181.3512
- Accuracy: 0.8999
- F1 Macro: 0.8992
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 | 11.7047 | 0 | 13.5620 | 0.0496 | 0.0208 |
| No log | 1 | 499 | 4.2730 | 0.0078 | 15.1230 | 0.0408 | 0.0136 |
| 0.0664 | 2 | 998 | 3.1953 | 0.0156 | 16.8286 | 0.0612 | 0.0278 |
| 0.0593 | 3 | 1497 | 2.9059 | 0.0312 | 19.7461 | 0.0995 | 0.0652 |
| 0.1019 | 4 | 1996 | 1.2435 | 0.0625 | 25.1790 | 0.6371 | 0.6290 |
| 0.9594 | 5 | 2495 | 0.6716 | 0.125 | 35.9062 | 0.7853 | 0.7855 |
| 0.5914 | 6 | 2994 | 0.5146 | 0.25 | 56.8589 | 0.8339 | 0.8296 |
| 0.4185 | 7 | 3493 | 0.4210 | 0.5 | 98.4198 | 0.8654 | 0.8650 |
| 0.273 | 8.0 | 3992 | 0.3380 | 1.0 | 181.6549 | 0.8846 | 0.8846 |
| 0.22 | 9.0 | 4491 | 0.3767 | 1.0 | 181.1275 | 0.8868 | 0.8886 |
| 0.1379 | 10.0 | 4990 | 0.3871 | 1.0 | 181.3614 | 0.8959 | 0.8941 |
| 0.0981 | 11.0 | 5489 | 0.4224 | 1.0 | 181.1304 | 0.8972 | 0.8963 |
| 0.0823 | 12.0 | 5988 | 0.4070 | 1.0 | 181.3512 | 0.8999 | 0.8992 |
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/a9c4e2985f2d1af80b1565892288806e
Base model
openai-community/gpt2-medium