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@@ -34,11 +34,8 @@ You may also need to run some `pip install` statements at the beginning of the s
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  ```python
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  !pip install accelerate -U -q
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  ```
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-
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- A similar model can also be trained using the Github with a training script and conda env YAML, which can be
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- [found here](https://github.com/Amelie-Schreiber/esm2_LoRA_binding_sites/tree/main). This version uses wandb sweeps for hyperparameter search.
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- However, it does not use class weighting.
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-
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  ```
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  {'eval_loss': 0.49476009607315063,
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  'eval_precision': 0.14372964169381108,
@@ -48,6 +45,11 @@ However, it does not use class weighting.
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  'epoch': 15.0}
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  ```
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  ### Framework versions
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  - PEFT 0.4.0
 
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  ```python
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  !pip install accelerate -U -q
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  ```
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+ Try to improve upon these metrics by adjusting the hyperparameters:
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+ ```
 
 
 
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  ```
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  {'eval_loss': 0.49476009607315063,
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  'eval_precision': 0.14372964169381108,
 
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  'epoch': 15.0}
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  ```
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+ A similar model can also be trained using the Github with a training script and conda env YAML, which can be
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+ [found here](https://github.com/Amelie-Schreiber/esm2_LoRA_binding_sites/tree/main). This version uses wandb sweeps for hyperparameter search.
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+ However, it does not use class weighting.
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+
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+
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  ### Framework versions
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  - PEFT 0.4.0