| --- |
| base_model: zhihan1996/DNABERT-2-117M |
| tags: |
| - generated_from_trainer |
| model-index: |
| - name: content |
| results: [] |
| --- |
| |
| <!-- This model card has been generated automatically according to the information the Trainer had access to. You |
| should probably proofread and complete it, then remove this comment. --> |
|
|
| # content |
|
|
| This model is a fine-tuned version of [zhihan1996/DNABERT-2-117M](https://huggingface.co/zhihan1996/DNABERT-2-117M) on the None dataset. |
| It achieves the following results on the evaluation set: |
| - Loss: 1.2180 |
| - F1 Macro: 0.3388 |
|
|
| ## Model description |
|
|
| More information needed |
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| ## Intended uses & limitations |
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| More information needed |
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| ## Training and evaluation data |
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|
| More information needed |
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|
| ## Training procedure |
|
|
| ### Training hyperparameters |
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| The following hyperparameters were used during training: |
| - learning_rate: 0.0005 |
| - train_batch_size: 8 |
| - eval_batch_size: 64 |
| - seed: 42 |
| - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
| - lr_scheduler_type: linear |
| - training_steps: 1000 |
|
|
| ### Training results |
|
|
| | Training Loss | Epoch | Step | Validation Loss | F1 Macro | |
| |:-------------:|:------:|:----:|:---------------:|:--------:| |
| | 1.4189 | 0.2703 | 100 | 1.5083 | 0.0814 | |
| | 1.4284 | 0.5405 | 200 | 1.3513 | 0.1275 | |
| | 1.2829 | 0.8108 | 300 | 1.3179 | 0.1390 | |
| | 1.2192 | 1.0811 | 400 | 1.3522 | 0.2334 | |
| | 1.3097 | 1.3514 | 500 | 1.2843 | 0.2224 | |
| | 1.1668 | 1.6216 | 600 | 1.2668 | 0.2025 | |
| | 1.1595 | 1.8919 | 700 | 1.2268 | 0.2690 | |
| | 1.1336 | 2.1622 | 800 | 1.2596 | 0.2985 | |
| | 1.063 | 2.4324 | 900 | 1.2370 | 0.2709 | |
| | 1.0497 | 2.7027 | 1000 | 1.2180 | 0.3388 | |
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| ### Framework versions |
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|
| - Transformers 4.41.0 |
| - Pytorch 1.13.1+cu117 |
| - Datasets 2.19.1 |
| - Tokenizers 0.19.1 |
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|
