CodeLlama-13b-Instruct-hf_Fi__CMP_TR_size_304_epochs_10_2024-06-22_21-11-23_3558624
This model is a fine-tuned version of codellama/CodeLlama-13b-Instruct-hf on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.9516
- Accuracy: 0.486
- Chrf: 0.064
- Bleu: 0.0
- Sacrebleu: 0.0
- Rouge1: 0.113
- Rouge2: 0.0
- Rougel: 0.101
- Rougelsum: 0.113
- Meteor: 0.125
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
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-06
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 304
- training_steps: 3040
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | Chrf | Bleu | Sacrebleu | Rouge1 | Rouge2 | Rougel | Rougelsum | Meteor |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0.8913 | 1.0 | 304 | 3.5216 | 0.458 | 0.071 | 0.0 | 0.0 | 0.062 | 0.0 | 0.061 | 0.062 | 0.186 |
0.0623 | 2.0 | 608 | 4.0963 | 0.456 | 0.01 | 0.0 | 0.0 | 0.003 | 0.0 | 0.003 | 0.003 | 0.004 |
0.0664 | 3.0 | 912 | 3.4598 | 0.496 | 0.013 | 0.0 | 0.0 | 0.02 | 0.001 | 0.02 | 0.02 | 0.027 |
0.0251 | 4.0 | 1216 | 3.3636 | 0.459 | 0.046 | 0.0 | 0.0 | 0.012 | 0.0 | 0.012 | 0.012 | 0.165 |
1.117 | 5.0 | 1520 | 3.4675 | 0.455 | 0.014 | 0.0 | 0.0 | 0.004 | 0.0 | 0.004 | 0.004 | 0.084 |
0.0704 | 6.0 | 1824 | 3.7849 | 0.459 | 0.016 | 0.0 | 0.0 | 0.024 | 0.0 | 0.024 | 0.024 | 0.068 |
0.0489 | 7.0 | 2128 | 3.3296 | 0.486 | 0.041 | 0.0 | 0.0 | 0.066 | 0.0 | 0.066 | 0.066 | 0.125 |
0.0588 | 8.0 | 2432 | 3.0692 | 0.486 | 0.06 | 0.0 | 0.0 | 0.059 | 0.0 | 0.056 | 0.057 | 0.145 |
0.0243 | 9.0 | 2736 | 2.9771 | 0.464 | 0.064 | 0.0 | 0.0 | 0.091 | 0.0 | 0.089 | 0.091 | 0.124 |
0.0546 | 10.0 | 3040 | 2.9516 | 0.486 | 0.064 | 0.0 | 0.0 | 0.113 | 0.0 | 0.101 | 0.113 | 0.125 |
Framework versions
- PEFT 0.7.1
- Transformers 4.37.0
- Pytorch 2.2.1+cu121
- Datasets 2.20.0
- Tokenizers 0.15.2
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Model tree for vdavidr/CodeLlama-13b-Instruct-hf_Fi__CMP_TR_size_304_epochs_10_2024-06-22_21-11-23_3558624
Base model
codellama/CodeLlama-13b-Instruct-hf