41a80b51aa5104087f070a8dcad8f9af
This model is a fine-tuned version of distilbert/distilbert-base-german-cased on the contemmcm/amazon_reviews_2013 [cell-phone] dataset. It achieves the following results on the evaluation set:
- Loss: 0.9280
- Data Size: 1.0
- Epoch Runtime: 60.4610
- Accuracy: 0.6542
- F1 Macro: 0.5708
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 | 1.6122 | 0 | 4.7762 | 0.1858 | 0.0627 |
| No log | 1 | 1973 | 1.4683 | 0.0078 | 5.3407 | 0.3853 | 0.1112 |
| 0.032 | 2 | 3946 | 1.4560 | 0.0156 | 5.8536 | 0.3853 | 0.1112 |
| 1.4282 | 3 | 5919 | 1.3611 | 0.0312 | 6.7241 | 0.4229 | 0.1819 |
| 1.2476 | 4 | 7892 | 1.1574 | 0.0625 | 8.5589 | 0.5220 | 0.3782 |
| 1.0309 | 5 | 9865 | 0.9788 | 0.125 | 12.0983 | 0.5970 | 0.4576 |
| 0.9513 | 6 | 11838 | 0.9173 | 0.25 | 19.2222 | 0.6185 | 0.5002 |
| 0.9202 | 7 | 13811 | 0.8577 | 0.5 | 33.3267 | 0.6401 | 0.5643 |
| 0.8319 | 8.0 | 15784 | 0.8319 | 1.0 | 60.6466 | 0.6529 | 0.5819 |
| 0.7423 | 9.0 | 17757 | 0.8373 | 1.0 | 60.1827 | 0.6594 | 0.5808 |
| 0.6419 | 10.0 | 19730 | 0.8568 | 1.0 | 60.8935 | 0.6535 | 0.5830 |
| 0.5818 | 11.0 | 21703 | 0.9340 | 1.0 | 61.0317 | 0.6603 | 0.5737 |
| 0.5256 | 12.0 | 23676 | 0.9280 | 1.0 | 60.4610 | 0.6542 | 0.5708 |
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/41a80b51aa5104087f070a8dcad8f9af
Base model
distilbert/distilbert-base-german-cased