6269e575b46336984c5cf00313ecaf59
This model is a fine-tuned version of distilbert/distilroberta-base on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:
- Loss: 0.9222
- Data Size: 1.0
- Epoch Runtime: 108.3090
- Accuracy: 0.6990
- F1 Macro: 0.6312
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 | 1.6195 | 0 | 10.9986 | 0.1857 | 0.0694 |
| No log | 1 | 1973 | 1.2618 | 0.0078 | 12.0127 | 0.5240 | 0.2679 |
| 0.0276 | 2 | 3946 | 1.0377 | 0.0156 | 12.8600 | 0.5638 | 0.3347 |
| 0.9435 | 3 | 5919 | 0.9777 | 0.0312 | 14.4464 | 0.5997 | 0.4247 |
| 0.89 | 4 | 7892 | 0.8614 | 0.0625 | 17.8899 | 0.6449 | 0.5632 |
| 0.8396 | 5 | 9865 | 0.7977 | 0.125 | 24.1189 | 0.6720 | 0.5851 |
| 0.77 | 6 | 11838 | 0.7629 | 0.25 | 37.3497 | 0.6866 | 0.5987 |
| 0.7886 | 7 | 13811 | 0.7437 | 0.5 | 62.9690 | 0.6864 | 0.6276 |
| 0.7216 | 8.0 | 15784 | 0.7383 | 1.0 | 114.9539 | 0.6978 | 0.6341 |
| 0.6122 | 9.0 | 17757 | 0.7680 | 1.0 | 115.6121 | 0.7007 | 0.6259 |
| 0.5309 | 10.0 | 19730 | 0.8616 | 1.0 | 111.2900 | 0.6628 | 0.6179 |
| 0.4582 | 11.0 | 21703 | 0.8959 | 1.0 | 109.8580 | 0.6909 | 0.6217 |
| 0.4109 | 12.0 | 23676 | 0.9222 | 1.0 | 108.3090 | 0.6990 | 0.6312 |
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/6269e575b46336984c5cf00313ecaf59
Base model
distilbert/distilroberta-base