b890082c567f9d454aa0709e7ee50afb
This model is a fine-tuned version of openai-community/gpt2-large on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:
- Loss: 1.5555
- Data Size: 1.0
- Epoch Runtime: 563.4550
- Accuracy: 0.6819
- F1 Macro: 0.6179
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 | 1.8578 | 0 | 40.7235 | 0.1123 | 0.0933 |
| No log | 1 | 1973 | 0.9525 | 0.0078 | 45.2952 | 0.6073 | 0.5089 |
| 0.0238 | 2 | 3946 | 0.8428 | 0.0156 | 49.5352 | 0.6424 | 0.5546 |
| 0.8816 | 3 | 5919 | 0.8960 | 0.0312 | 60.0716 | 0.6184 | 0.4971 |
| 0.8347 | 4 | 7892 | 0.8353 | 0.0625 | 76.6967 | 0.6466 | 0.5765 |
| 0.7915 | 5 | 9865 | 0.7612 | 0.125 | 109.5614 | 0.6767 | 0.5513 |
| 0.7386 | 6 | 11838 | 0.7649 | 0.25 | 174.1360 | 0.6816 | 0.5650 |
| 0.7413 | 7 | 13811 | 0.7268 | 0.5 | 304.9475 | 0.6950 | 0.6375 |
| 0.6422 | 8.0 | 15784 | 0.7410 | 1.0 | 565.7611 | 0.6931 | 0.6220 |
| 0.4155 | 9.0 | 17757 | 0.8640 | 1.0 | 561.3008 | 0.6987 | 0.6148 |
| 0.2682 | 10.0 | 19730 | 1.1396 | 1.0 | 562.0894 | 0.6713 | 0.6217 |
| 0.157 | 11.0 | 21703 | 1.5555 | 1.0 | 563.4550 | 0.6819 | 0.6179 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.2.0
- Tokenizers 0.22.1
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Model tree for contemmcm/b890082c567f9d454aa0709e7ee50afb
Base model
openai-community/gpt2-large