---
license: mit
---

**Base model:** [westlake-repl/SaProt_650M_AF2](https://huggingface.co/westlake-repl/SaProt_650M_AF2)

**Task type:** protein-level classification

Binary label represented by 1 for the soluble and 0 for the membrane-bound.

**Dataset:** [SaProtHub/Dataset-Binary_Localization-DeepLoc](https://huggingface.co/datasets/SaProtHub/Dataset-Binary_Localization-DeepLoc)

**Model input type:** SA(Structure-aware) sequence

**Performance (on test set):** 94.31% Accuracy

**LoRA config:**
- **r:** 8
- **lora_dropout:** 0
- **lora_alpha:** 16
- **target_modules:** ["query", "key", "value", "intermediate.dense", "output.dense"]
- **modules_to_save:** ["classifier"]

**Training config:**

- **optimizer:**
  - **class:** AdamW
  - **betas:** (0.9, 0.98)
  - **weight_decay:** 0.01
- **learning rate:** 5e-4
- **epoch:** 100
- **batch size:** 64
- **precision:** 16-mixed