3d6a29693a69f8cf09826201d445a79d
This model is a fine-tuned version of google/umt5-xl on the Helsinki-NLP/opus_books [en-ru] dataset. It achieves the following results on the evaluation set:
- Loss: 1.4244
- Data Size: 1.0
- Epoch Runtime: 229.3908
- Bleu: 12.3129
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 | 5.3762 | 0 | 16.1029 | 2.0943 |
| No log | 1 | 437 | 3.7703 | 0.0078 | 17.9230 | 8.6365 |
| No log | 2 | 874 | 2.9843 | 0.0156 | 24.6454 | 14.2601 |
| No log | 3 | 1311 | 2.4537 | 0.0312 | 32.1008 | 18.7244 |
| No log | 4 | 1748 | 2.0045 | 0.0625 | 39.7906 | 21.4055 |
| 2.2761 | 5 | 2185 | 1.6558 | 0.125 | 54.5317 | 8.9286 |
| 1.9204 | 6 | 2622 | 1.5167 | 0.25 | 77.2758 | 9.8104 |
| 1.7279 | 7 | 3059 | 1.4234 | 0.5 | 126.4218 | 10.6479 |
| 1.5085 | 8.0 | 3496 | 1.3485 | 1.0 | 232.0429 | 11.2266 |
| 1.359 | 9.0 | 3933 | 1.3306 | 1.0 | 227.8528 | 11.7087 |
| 1.1925 | 10.0 | 4370 | 1.3270 | 1.0 | 230.0269 | 11.9800 |
| 1.0712 | 11.0 | 4807 | 1.3286 | 1.0 | 235.3832 | 12.0977 |
| 0.9557 | 12.0 | 5244 | 1.3387 | 1.0 | 233.7459 | 12.2954 |
| 0.8333 | 13.0 | 5681 | 1.3848 | 1.0 | 226.9231 | 12.2241 |
| 0.7383 | 14.0 | 6118 | 1.4244 | 1.0 | 229.3908 | 12.3129 |
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
google/umt5-xl