file_classifier_v2
This model is a fine-tuned version of distilbert/distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7582
- Accuracy: 0.8294
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: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 30
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
No log | 1.0 | 85 | 3.0707 | 0.3147 |
No log | 2.0 | 170 | 2.4689 | 0.4794 |
No log | 3.0 | 255 | 2.0578 | 0.5559 |
No log | 4.0 | 340 | 1.7652 | 0.5882 |
No log | 5.0 | 425 | 1.5310 | 0.6382 |
2.2135 | 6.0 | 510 | 1.3034 | 0.7382 |
2.2135 | 7.0 | 595 | 1.1321 | 0.7235 |
2.2135 | 8.0 | 680 | 0.9992 | 0.7441 |
2.2135 | 9.0 | 765 | 0.9234 | 0.7824 |
2.2135 | 10.0 | 850 | 0.8456 | 0.7529 |
2.2135 | 11.0 | 935 | 0.7754 | 0.7824 |
0.6588 | 12.0 | 1020 | 0.7846 | 0.7794 |
0.6588 | 13.0 | 1105 | 0.7418 | 0.7941 |
0.6588 | 14.0 | 1190 | 0.7061 | 0.7941 |
0.6588 | 15.0 | 1275 | 0.7279 | 0.8029 |
0.6588 | 16.0 | 1360 | 0.6775 | 0.8118 |
0.6588 | 17.0 | 1445 | 0.7537 | 0.7882 |
0.1766 | 18.0 | 1530 | 0.7194 | 0.8059 |
0.1766 | 19.0 | 1615 | 0.7150 | 0.7971 |
0.1766 | 20.0 | 1700 | 0.7456 | 0.8147 |
0.1766 | 21.0 | 1785 | 0.7581 | 0.8029 |
0.1766 | 22.0 | 1870 | 0.7447 | 0.8265 |
0.1766 | 23.0 | 1955 | 0.7407 | 0.8353 |
0.0515 | 24.0 | 2040 | 0.7541 | 0.8324 |
0.0515 | 25.0 | 2125 | 0.7601 | 0.8235 |
0.0515 | 26.0 | 2210 | 0.7582 | 0.8206 |
0.0515 | 27.0 | 2295 | 0.7613 | 0.8265 |
0.0515 | 28.0 | 2380 | 0.7588 | 0.8294 |
0.0515 | 29.0 | 2465 | 0.7541 | 0.8294 |
0.026 | 30.0 | 2550 | 0.7582 | 0.8294 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for Lesllie/file_classifier_v2
Base model
distilbert/distilbert-base-uncased