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  # ESM-2 Full Finetune for Binding Sites
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  This model is a full finetune of ESM-2, to illustrate how full finetuning overfits and generalizes quite poorly compared to
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- LoRA and QLoRA finetuning. This model was finetuned on the 600K dataset.
 
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  ```python
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  Train metrics:
 
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  # ESM-2 Full Finetune for Binding Sites
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  This model is a full finetune of ESM-2, to illustrate how full finetuning overfits and generalizes quite poorly compared to
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+ LoRA and QLoRA finetuning. This model was finetuned on the 600K dataset. We also note that on the 24GB A10 GPU, the batch size
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+ has to be significantly smaller.
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  ```python
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  Train metrics: