SaProtHub/Model-Binary_Localization-650M

Base model: 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

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