codet5-small-ft-v10.1
This model is a fine-tuned version of Salesforce/codet5-small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2959
- Rouge1: 81.3062
- Rouge2: 75.041
- Rougel: 81.6284
- Rougelsum: 81.0728
- Gen Len: 13.9857
Model description
More information needed
FORMAT
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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: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
---|---|---|---|---|---|---|---|---|
No log | 1.0 | 19 | 1.8175 | 54.4184 | 41.9095 | 54.2713 | 53.6157 | 12.8857 |
No log | 2.0 | 38 | 0.8332 | 69.024 | 55.6554 | 66.6238 | 66.2558 | 13.2286 |
No log | 3.0 | 57 | 0.5293 | 64.9854 | 48.4359 | 62.4491 | 61.9973 | 12.8857 |
No log | 4.0 | 76 | 0.4513 | 70.6432 | 59.744 | 69.8409 | 69.4408 | 14.3 |
No log | 5.0 | 95 | 0.3845 | 73.7268 | 64.6645 | 73.4703 | 72.9311 | 14.3571 |
No log | 6.0 | 114 | 0.3549 | 75.2727 | 66.4769 | 75.1021 | 74.6361 | 14.4571 |
No log | 7.0 | 133 | 0.3199 | 78.5225 | 72.2594 | 78.8828 | 78.3729 | 13.9 |
No log | 8.0 | 152 | 0.3053 | 79.2229 | 72.7468 | 79.6079 | 79.1507 | 14.2429 |
No log | 9.0 | 171 | 0.2998 | 80.4535 | 73.8457 | 80.587 | 80.1368 | 14.1571 |
No log | 10.0 | 190 | 0.2959 | 81.3062 | 75.041 | 81.6284 | 81.0728 | 13.9857 |
Framework versions
- Transformers 4.38.0.dev0
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1
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Base model
Salesforce/codet5-small