fc1675c452f6ade17e19d10e66fc1dc8
This model is a fine-tuned version of google/umt5-small on the Helsinki-NLP/opus_books [de-it] dataset. It achieves the following results on the evaluation set:
- Loss: 2.5109
- Data Size: 1.0
- Epoch Runtime: 107.4434
- Bleu: 5.3511
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 | 18.2126 | 0 | 9.7229 | 0.2821 |
| No log | 1 | 684 | 17.1843 | 0.0078 | 10.4601 | 0.2857 |
| No log | 2 | 1368 | 15.8314 | 0.0156 | 11.3541 | 0.3103 |
| No log | 3 | 2052 | 12.9768 | 0.0312 | 13.2571 | 0.3516 |
| No log | 4 | 2736 | 9.6351 | 0.0625 | 16.1274 | 0.3873 |
| 9.9321 | 5 | 3420 | 6.6460 | 0.125 | 22.3163 | 0.2937 |
| 6.6798 | 6 | 4104 | 4.6406 | 0.25 | 34.2147 | 1.1370 |
| 5.324 | 7 | 4788 | 3.9731 | 0.5 | 58.2977 | 0.9879 |
| 4.4751 | 8.0 | 5472 | 3.4211 | 1.0 | 105.3376 | 1.7759 |
| 4.144 | 9.0 | 6156 | 3.2472 | 1.0 | 107.5736 | 2.2586 |
| 3.9925 | 10.0 | 6840 | 3.1491 | 1.0 | 105.1886 | 2.5878 |
| 3.8374 | 11.0 | 7524 | 3.0726 | 1.0 | 105.8710 | 2.8416 |
| 3.7373 | 12.0 | 8208 | 3.0195 | 1.0 | 107.2988 | 3.0379 |
| 3.607 | 13.0 | 8892 | 2.9684 | 1.0 | 106.8523 | 3.2369 |
| 3.6247 | 14.0 | 9576 | 2.9359 | 1.0 | 106.6629 | 3.3520 |
| 3.5038 | 15.0 | 10260 | 2.8978 | 1.0 | 107.2863 | 3.4596 |
| 3.4472 | 16.0 | 10944 | 2.8660 | 1.0 | 107.9750 | 3.5886 |
| 3.381 | 17.0 | 11628 | 2.8427 | 1.0 | 108.8808 | 3.6989 |
| 3.3438 | 18.0 | 12312 | 2.8194 | 1.0 | 107.1700 | 3.7762 |
| 3.3045 | 19.0 | 12996 | 2.7957 | 1.0 | 107.2615 | 3.8943 |
| 3.2534 | 20.0 | 13680 | 2.7769 | 1.0 | 108.6581 | 4.0035 |
| 3.1617 | 21.0 | 14364 | 2.7602 | 1.0 | 108.4630 | 4.0996 |
| 3.1425 | 22.0 | 15048 | 2.7414 | 1.0 | 106.6954 | 4.1840 |
| 3.1421 | 23.0 | 15732 | 2.7296 | 1.0 | 106.6434 | 4.2296 |
| 3.1 | 24.0 | 16416 | 2.7118 | 1.0 | 107.8798 | 4.2947 |
| 3.0595 | 25.0 | 17100 | 2.6938 | 1.0 | 110.3338 | 4.3791 |
| 3.0455 | 26.0 | 17784 | 2.6815 | 1.0 | 106.4931 | 4.4342 |
| 3.0074 | 27.0 | 18468 | 2.6724 | 1.0 | 106.8790 | 4.4725 |
| 2.9806 | 28.0 | 19152 | 2.6584 | 1.0 | 110.1350 | 4.5494 |
| 2.9533 | 29.0 | 19836 | 2.6477 | 1.0 | 109.3596 | 4.5771 |
| 2.8919 | 30.0 | 20520 | 2.6434 | 1.0 | 107.8245 | 4.6223 |
| 2.89 | 31.0 | 21204 | 2.6337 | 1.0 | 107.7325 | 4.6883 |
| 2.9254 | 32.0 | 21888 | 2.6207 | 1.0 | 108.0603 | 4.7041 |
| 2.8883 | 33.0 | 22572 | 2.6148 | 1.0 | 110.0230 | 4.7649 |
| 2.8092 | 34.0 | 23256 | 2.6023 | 1.0 | 106.6470 | 4.8163 |
| 2.8076 | 35.0 | 23940 | 2.5957 | 1.0 | 107.1131 | 4.8667 |
| 2.8102 | 36.0 | 24624 | 2.5849 | 1.0 | 107.4508 | 4.8860 |
| 2.74 | 37.0 | 25308 | 2.5849 | 1.0 | 108.6266 | 4.9398 |
| 2.754 | 38.0 | 25992 | 2.5701 | 1.0 | 107.4365 | 4.9580 |
| 2.6915 | 39.0 | 26676 | 2.5653 | 1.0 | 107.4098 | 4.9882 |
| 2.682 | 40.0 | 27360 | 2.5630 | 1.0 | 108.5210 | 5.0310 |
| 2.6995 | 41.0 | 28044 | 2.5529 | 1.0 | 108.1337 | 5.0781 |
| 2.7046 | 42.0 | 28728 | 2.5460 | 1.0 | 107.4749 | 5.1326 |
| 2.6707 | 43.0 | 29412 | 2.5435 | 1.0 | 108.1177 | 5.1529 |
| 2.6692 | 44.0 | 30096 | 2.5349 | 1.0 | 108.4466 | 5.1935 |
| 2.6215 | 45.0 | 30780 | 2.5305 | 1.0 | 108.6350 | 5.1652 |
| 2.6401 | 46.0 | 31464 | 2.5295 | 1.0 | 107.5707 | 5.2422 |
| 2.6027 | 47.0 | 32148 | 2.5177 | 1.0 | 108.3829 | 5.2745 |
| 2.583 | 48.0 | 32832 | 2.5178 | 1.0 | 108.8079 | 5.3087 |
| 2.5528 | 49.0 | 33516 | 2.5134 | 1.0 | 108.3599 | 5.3373 |
| 2.5637 | 50.0 | 34200 | 2.5109 | 1.0 | 107.4434 | 5.3511 |
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-small