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
Model tree for vdavidr/deepseek-coder-6.7b-instruct_En__components_size_252_epochs_10_2024-06-21_16-27-40_3556557
Base model
deepseek-ai/deepseek-coder-6.7b-instruct