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deepseek-coder-6.7b-instruct_En__components_size_252_epochs_10_2024-06-21_16-27-40_3556557

This model is a fine-tuned version of deepseek-ai/deepseek-coder-6.7b-instruct on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 3.6387
  • Accuracy: 0.5
  • Chrf: 0.033
  • Bleu: 0.0
  • Sacrebleu: 0.0
  • Rouge1: 0.0
  • Rouge2: 0.0
  • Rougel: 0.0
  • Rougelsum: 0.0
  • Meteor: 0.106

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: 252
  • training_steps: 2520

Training results

Training Loss Epoch Step Validation Loss Accuracy Chrf Bleu Sacrebleu Rouge1 Rouge2 Rougel Rougelsum Meteor
0.023 4.0 252 1.4114 0.478 0.568 0.392 0.4 0.479 0.269 0.432 0.474 0.5
0.0622 8.0 504 2.7415 0.514 0.179 0.134 0.1 0.282 0.15 0.264 0.28 0.231
0.1198 12.0 756 4.0117 0.468 0.033 0.0 0.0 0.0 0.0 0.0 0.0 0.061
1.3468 16.0 1008 4.0140 0.483 0.043 0.0 0.0 0.003 0.0 0.003 0.003 0.151
0.2086 20.0 1260 3.9480 0.505 0.029 0.0 0.0 0.01 0.0 0.01 0.01 0.114
0.515 24.0 1512 3.8490 0.505 0.045 0.0 0.0 0.032 0.0 0.032 0.032 0.118
0.039 28.0 1764 3.7452 0.503 0.04 0.0 0.0 0.0 0.0 0.0 0.0 0.104
0.1975 32.0 2016 3.6962 0.501 0.035 0.0 0.0 0.003 0.0 0.003 0.003 0.105
0.0561 36.0 2268 3.6596 0.499 0.036 0.0 0.0 0.0 0.0 0.0 0.0 0.104
0.0567 40.0 2520 3.6387 0.5 0.033 0.0 0.0 0.0 0.0 0.0 0.0 0.106

Framework versions

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