a777286ea74c92dbf51aedaa37cf5b54
This model is a fine-tuned version of facebook/mbart-large-50-one-to-many-mmt on the Helsinki-NLP/opus_books [en-ru] dataset. It achieves the following results on the evaluation set:
- Loss: 2.0343
- Data Size: 1.0
- Epoch Runtime: 110.8831
- Bleu: 13.0225
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 | Bleu |
|---|---|---|---|---|---|---|
| No log | 0 | 0 | 4.9723 | 0 | 9.4915 | 5.2750 |
| No log | 1 | 437 | 2.7044 | 0.0078 | 11.5387 | 8.7819 |
| No log | 2 | 874 | 2.4462 | 0.0156 | 11.9691 | 7.8309 |
| No log | 3 | 1311 | 1.9974 | 0.0312 | 14.9892 | 9.9417 |
| No log | 4 | 1748 | 1.8580 | 0.0625 | 18.3916 | 12.6632 |
| 1.764 | 5 | 2185 | 1.7785 | 0.125 | 25.0846 | 14.3252 |
| 1.634 | 6 | 2622 | 1.6906 | 0.25 | 38.6214 | 13.4514 |
| 1.4863 | 7 | 3059 | 1.6098 | 0.5 | 62.3742 | 12.1987 |
| 1.2354 | 8.0 | 3496 | 1.5492 | 1.0 | 111.5669 | 15.3810 |
| 0.9381 | 9.0 | 3933 | 1.6111 | 1.0 | 111.9381 | 14.1359 |
| 0.6586 | 10.0 | 4370 | 1.7486 | 1.0 | 111.4121 | 16.5661 |
| 0.4636 | 11.0 | 4807 | 1.8970 | 1.0 | 111.3586 | 12.8779 |
| 0.3087 | 12.0 | 5244 | 2.0343 | 1.0 | 110.8831 | 13.0225 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.2.0
- Tokenizers 0.22.1
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Base model
facebook/mbart-large-50-one-to-many-mmt