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license: mit |
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**Base model:** [westlake-repl/SaProt_650M_AF2](https://huggingface.co./westlake-repl/SaProt_650M_AF2) |
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**Task type:** protein-level classification |
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Binary label represented by 1 for the soluble and 0 for the membrane-bound. |
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**Dataset:** [SaProtHub/Dataset-Binary_Localization-DeepLoc](https://huggingface.co./datasets/SaProtHub/Dataset-Binary_Localization-DeepLoc) |
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**Model input type:** SA(Structure-aware) sequence |
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**Performance (on test set):** 94.31% Accuracy |
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**LoRA config:** |
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- **r:** 8 |
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- **lora_dropout:** 0 |
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- **lora_alpha:** 16 |
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- **target_modules:** ["query", "key", "value", "intermediate.dense", "output.dense"] |
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- **modules_to_save:** ["classifier"] |
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**Training config:** |
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- **optimizer:** |
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- **class:** AdamW |
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- **betas:** (0.9, 0.98) |
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- **weight_decay:** 0.01 |
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- **learning rate:** 5e-4 |
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- **epoch:** 100 |
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- **batch size:** 64 |
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- **precision:** 16-mixed |
