fba67bacd106771d859bb46312bd4a0c
This model is a fine-tuned version of google-t5/t5-3b on the Helsinki-NLP/opus_books [de-ru] dataset. It achieves the following results on the evaluation set:
- Loss: 0.8261
- Data Size: 1.0
- Epoch Runtime: 212.9900
- Bleu: 12.9615
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 | 2.3764 | 0 | 13.4695 | 0.4921 |
| No log | 1 | 434 | 1.9339 | 0.0078 | 14.7386 | 1.5038 |
| No log | 2 | 868 | 1.4971 | 0.0156 | 23.1625 | 3.9921 |
| No log | 3 | 1302 | 1.3828 | 0.0312 | 26.1764 | 3.6147 |
| No log | 4 | 1736 | 1.2868 | 0.0625 | 35.2394 | 4.6082 |
| 0.06 | 5 | 2170 | 1.2015 | 0.125 | 50.2450 | 5.5186 |
| 1.246 | 6 | 2604 | 1.1012 | 0.25 | 74.2602 | 6.7794 |
| 1.1094 | 7 | 3038 | 0.9999 | 0.5 | 117.9687 | 8.2004 |
| 0.9752 | 8.0 | 3472 | 0.8919 | 1.0 | 207.6366 | 9.8824 |
| 0.8354 | 9.0 | 3906 | 0.8372 | 1.0 | 207.8709 | 10.8329 |
| 0.7488 | 10.0 | 4340 | 0.8135 | 1.0 | 200.4027 | 11.6028 |
| 0.6618 | 11.0 | 4774 | 0.7902 | 1.0 | 203.8508 | 12.1933 |
| 0.5837 | 12.0 | 5208 | 0.7915 | 1.0 | 205.4988 | 12.3600 |
| 0.5313 | 13.0 | 5642 | 0.7980 | 1.0 | 210.1147 | 12.6810 |
| 0.4782 | 14.0 | 6076 | 0.8127 | 1.0 | 209.0812 | 12.9391 |
| 0.44 | 15.0 | 6510 | 0.8261 | 1.0 | 212.9900 | 12.9615 |
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-t5/t5-3b