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codet5-small-v3

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: 0.1896
  • Rouge1: 75.8334
  • Rouge2: 66.86
  • Rougel: 75.2774
  • Rougelsum: 75.2871
  • Gen Len: 17.1755

Model description

Trained,

  • dataset: chathuranga-jayanath/context-5-predict-token-for-fine-tune-without-comments-from-finmath
  • epochs: 3
  • metric: rouge

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: 3
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
0.0947 1.0 9734 0.1817 75.816 66.5223 75.2217 75.2268 17.1902
0.0622 2.0 19468 0.1886 75.8598 66.7948 75.3022 75.3025 17.1922
0.0572 3.0 29202 0.1896 75.8334 66.86 75.2774 75.2871 17.1755

Framework versions

  • Transformers 4.38.0.dev0
  • Pytorch 2.1.0+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.1
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