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CodeLlama-13b-Instruct-hf_Fi__translations_size_104_epochs_10_2024-06-22_02-50-05_3557641

This model is a fine-tuned version of codellama/CodeLlama-13b-Instruct-hf on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.4179
  • Accuracy: 0.035
  • Chrf: 0.719
  • Bleu: 0.636
  • Sacrebleu: 0.6
  • Rouge1: 0.678
  • Rouge2: 0.497
  • Rougel: 0.645
  • Rougelsum: 0.675
  • Meteor: 0.594

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
0.3439 4.0 104 2.0524 0.036 0.581 0.472 0.5 0.556 0.309 0.5 0.55 0.493
0.194 8.0 208 2.0784 0.036 0.55 0.435 0.4 0.519 0.275 0.479 0.513 0.466
0.2001 12.0 312 2.1078 0.061 0.564 0.456 0.5 0.544 0.291 0.504 0.538 0.502
0.5322 16.0 416 1.7052 0.037 0.64 0.527 0.5 0.6 0.366 0.563 0.598 0.524
0.1677 20.0 520 1.8442 0.037 0.606 0.493 0.5 0.566 0.334 0.529 0.557 0.496
0.1649 24.0 624 1.6364 0.037 0.66 0.558 0.6 0.627 0.408 0.593 0.621 0.535
0.6799 28.0 728 1.5108 0.034 0.692 0.597 0.6 0.647 0.452 0.608 0.644 0.541
0.1644 32.0 832 1.4941 0.035 0.709 0.623 0.6 0.671 0.478 0.634 0.667 0.553
0.2382 36.0 936 1.4313 0.035 0.715 0.633 0.6 0.681 0.494 0.645 0.679 0.556
0.1956 40.0 1040 1.4179 0.035 0.719 0.636 0.6 0.678 0.497 0.645 0.675 0.594

Framework versions

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