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CodeLlama-13b-Instruct-hf_En__translations_size_104_epochs_10_2024-06-22_07-00-27_3558000

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: 1.7291
  • Accuracy: 0.053
  • Chrf: 0.654
  • Bleu: 0.554
  • Sacrebleu: 0.6
  • Rouge1: 0.61
  • Rouge2: 0.367
  • Rougel: 0.556
  • Rougelsum: 0.603
  • Meteor: 0.542

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
0.2903 4.0 104 2.0336 0.052 0.541 0.417 0.4 0.524 0.268 0.48 0.519 0.477
0.2305 8.0 208 2.2999 0.05 0.513 0.412 0.4 0.495 0.26 0.454 0.489 0.453
0.1581 12.0 312 2.0944 0.054 0.566 0.475 0.5 0.548 0.313 0.502 0.543 0.52
0.6402 16.0 416 1.9048 0.05 0.601 0.482 0.5 0.568 0.32 0.521 0.562 0.544
0.1487 20.0 520 2.0162 0.054 0.591 0.487 0.5 0.567 0.324 0.516 0.556 0.472
0.1857 24.0 624 2.0241 0.055 0.572 0.481 0.5 0.545 0.304 0.499 0.542 0.509
0.718 28.0 728 1.7555 0.054 0.63 0.529 0.5 0.595 0.345 0.549 0.588 0.532
0.1329 32.0 832 1.7785 0.053 0.651 0.554 0.6 0.619 0.379 0.567 0.614 0.536
0.2488 36.0 936 1.7203 0.052 0.657 0.556 0.6 0.608 0.371 0.558 0.599 0.549
0.1337 40.0 1040 1.7291 0.053 0.654 0.554 0.6 0.61 0.367 0.556 0.603 0.542

Framework versions

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