487dbc38ff2531112e3e2ce4f1de88aa
This model is a fine-tuned version of openai-community/gpt2 on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.4323
- Data Size: 1.0
- Epoch Runtime: 69.5302
- Accuracy: 0.8962
- F1 Macro: 0.8965
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 | 9.2425 | 0 | 5.7339 | 0.0471 | 0.0117 |
| No log | 1 | 499 | 5.0235 | 0.0078 | 6.5192 | 0.0504 | 0.0168 |
| 0.0606 | 2 | 998 | 3.2964 | 0.0156 | 6.9029 | 0.0476 | 0.0193 |
| 0.0646 | 3 | 1497 | 2.9868 | 0.0312 | 8.0333 | 0.0620 | 0.0396 |
| 0.105 | 4 | 1996 | 2.6214 | 0.0625 | 9.9802 | 0.2218 | 0.1599 |
| 1.7195 | 5 | 2495 | 1.1128 | 0.125 | 13.9014 | 0.6530 | 0.6263 |
| 0.825 | 6 | 2994 | 0.7211 | 0.25 | 21.7331 | 0.7719 | 0.7681 |
| 0.5923 | 7 | 3493 | 0.5553 | 0.5 | 37.1279 | 0.8133 | 0.8161 |
| 0.4126 | 8.0 | 3992 | 0.3951 | 1.0 | 68.5513 | 0.8654 | 0.8660 |
| 0.2936 | 9.0 | 4491 | 0.4038 | 1.0 | 68.8398 | 0.8745 | 0.8722 |
| 0.1864 | 10.0 | 4990 | 0.4338 | 1.0 | 68.3976 | 0.8795 | 0.8758 |
| 0.1468 | 11.0 | 5489 | 0.4087 | 1.0 | 68.3846 | 0.8851 | 0.8851 |
| 0.1407 | 12.0 | 5988 | 0.4323 | 1.0 | 69.5302 | 0.8962 | 0.8965 |
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/487dbc38ff2531112e3e2ce4f1de88aa
Base model
openai-community/gpt2