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CodeLlama-7b-Instruct-hf_Fi__translations_size_104_epochs_10_2024-06-22_03-11-17_3557642

This model is a fine-tuned version of codellama/CodeLlama-7b-Instruct-hf on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3204
  • Accuracy: 0.035
  • Chrf: 0.736
  • Bleu: 0.656
  • Sacrebleu: 0.7
  • Rouge1: 0.689
  • Rouge2: 0.506
  • Rougel: 0.657
  • Rougelsum: 0.684
  • Meteor: 0.613

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: 0.001
  • train_batch_size: 1
  • eval_batch_size: 1
  • seed: 3407
  • distributed_type: multi-GPU
  • num_devices: 4
  • total_train_batch_size: 4
  • total_eval_batch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-06
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 104
  • training_steps: 1040

Training results

Training Loss Epoch Step Validation Loss Accuracy Chrf Bleu Sacrebleu Rouge1 Rouge2 Rougel Rougelsum Meteor
0.2911 4.0 104 1.6937 0.042 0.623 0.509 0.5 0.586 0.333 0.536 0.584 0.513
0.1827 8.0 208 1.9669 0.04 0.584 0.47 0.5 0.532 0.309 0.495 0.528 0.48
0.1801 12.0 312 1.7206 0.039 0.621 0.53 0.5 0.582 0.353 0.55 0.579 0.538
0.5158 16.0 416 1.5969 0.038 0.654 0.536 0.5 0.602 0.368 0.565 0.599 0.52
0.1586 20.0 520 1.6966 0.037 0.632 0.522 0.5 0.576 0.357 0.544 0.571 0.513
0.1584 24.0 624 1.5539 0.037 0.694 0.597 0.6 0.651 0.447 0.61 0.643 0.564
0.6664 28.0 728 1.4467 0.035 0.701 0.611 0.6 0.655 0.452 0.616 0.651 0.574
0.171 32.0 832 1.6334 0.033 0.68 0.568 0.6 0.633 0.417 0.59 0.627 0.526
0.227 36.0 936 1.3442 0.035 0.727 0.64 0.6 0.682 0.491 0.645 0.679 0.577
0.1831 40.0 1040 1.3204 0.035 0.736 0.656 0.7 0.689 0.506 0.657 0.684 0.613

Framework versions

  • Transformers 4.37.0
  • Pytorch 2.2.1+cu121
  • Datasets 2.20.0
  • Tokenizers 0.15.2
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