4f6b0c53057ae1c793ce15d7bc7b775f
This model is a fine-tuned version of google/mt5-large on the Helsinki-NLP/opus_books [en-ru] dataset. It achieves the following results on the evaluation set:
- Loss: 1.3503
- Data Size: 1.0
- Epoch Runtime: 181.0558
- Bleu: 10.6815
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 | 23.0086 | 0 | 13.8254 | 0.0177 |
| No log | 1 | 437 | 24.2370 | 0.0078 | 15.5508 | 0.0181 |
| No log | 2 | 874 | 22.4692 | 0.0156 | 18.1560 | 0.0179 |
| No log | 3 | 1311 | 20.1321 | 0.0312 | 21.8500 | 0.0203 |
| No log | 4 | 1748 | 12.3472 | 0.0625 | 27.5813 | 0.0235 |
| 6.758 | 5 | 2185 | 2.8360 | 0.125 | 38.6283 | 0.4308 |
| 3.1699 | 6 | 2622 | 1.9156 | 0.25 | 59.6038 | 2.9574 |
| 2.229 | 7 | 3059 | 1.6252 | 0.5 | 101.4152 | 6.5201 |
| 1.8745 | 8.0 | 3496 | 1.4850 | 1.0 | 184.1214 | 8.2572 |
| 1.7347 | 9.0 | 3933 | 1.4291 | 1.0 | 184.4869 | 9.5415 |
| 1.587 | 10.0 | 4370 | 1.3908 | 1.0 | 186.9955 | 9.8106 |
| 1.5171 | 11.0 | 4807 | 1.3615 | 1.0 | 183.2168 | 10.2186 |
| 1.424 | 12.0 | 5244 | 1.3433 | 1.0 | 182.3575 | 10.3990 |
| 1.3361 | 13.0 | 5681 | 1.3335 | 1.0 | 184.1796 | 10.3927 |
| 1.2673 | 14.0 | 6118 | 1.3274 | 1.0 | 185.5688 | 10.3714 |
| 1.2173 | 15.0 | 6555 | 1.3282 | 1.0 | 180.7421 | 10.6344 |
| 1.1354 | 16.0 | 6992 | 1.3216 | 1.0 | 180.5052 | 10.6264 |
| 1.1011 | 17.0 | 7429 | 1.3290 | 1.0 | 181.7048 | 10.6168 |
| 1.0552 | 18.0 | 7866 | 1.3304 | 1.0 | 184.0366 | 10.7247 |
| 0.9884 | 19.0 | 8303 | 1.3401 | 1.0 | 183.3214 | 10.6767 |
| 0.965 | 20.0 | 8740 | 1.3503 | 1.0 | 181.0558 | 10.6815 |
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/mt5-large