ea96bf44b885bcc965b11fa9df05f605
This model is a fine-tuned version of facebook/opt-6.7b on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:
- Loss: 1.7487
- Data Size: 1.0
- Epoch Runtime: 3333.0640
- Accuracy: 0.6055
- F1 Macro: 0.5165
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 | 2.1502 | 0 | 114.1259 | 0.1655 | 0.1370 |
| No log | 1 | 1973 | 1.5965 | 0.0078 | 139.3757 | 0.3851 | 0.1112 |
| 0.0404 | 2 | 3946 | 1.4728 | 0.0156 | 175.3895 | 0.4078 | 0.2422 |
| 1.317 | 3 | 5919 | 1.1682 | 0.0312 | 231.5945 | 0.5148 | 0.2601 |
| 1.0922 | 4 | 7892 | 1.1238 | 0.0625 | 331.9087 | 0.5316 | 0.4798 |
| 0.9894 | 5 | 9865 | 1.0522 | 0.125 | 537.8990 | 0.5864 | 0.4304 |
| 0.9374 | 6 | 11838 | 0.9147 | 0.25 | 916.3391 | 0.6244 | 0.4894 |
| 0.9207 | 7 | 13811 | 0.9228 | 0.5 | 1723.0874 | 0.6134 | 0.5441 |
| 0.8026 | 8.0 | 15784 | 0.8901 | 1.0 | 3324.4810 | 0.6342 | 0.5411 |
| 0.6815 | 9.0 | 17757 | 0.9666 | 1.0 | 3324.3755 | 0.6260 | 0.5288 |
| 0.4927 | 10.0 | 19730 | 1.0969 | 1.0 | 3320.1430 | 0.6149 | 0.5481 |
| 0.338 | 11.0 | 21703 | 1.5839 | 1.0 | 3325.9031 | 0.6123 | 0.5236 |
| 0.2528 | 12.0 | 23676 | 1.7487 | 1.0 | 3333.0640 | 0.6055 | 0.5165 |
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/ea96bf44b885bcc965b11fa9df05f605
Base model
facebook/opt-6.7b