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### Dataset | |
# ESMFold & AlphaFold2: DeepLocBinary DeepLocMulti MetalIonBinding EC Thermostability | |
# ESMFold: DeepSol DeepSoluE | |
# No structure: FLIP_AAV FLIP_GB1 | |
### Protein Language Model (PLM) | |
# facebook: esm2_t30_150M_UR50D esm2_t33_650M_UR50D esm2_t36_3B_UR50D | |
# RostLab: prot_bert prot_bert_bfd prot_t5_xl_uniref50 prot_t5_xl_bfd ankh-base ankh-large | |
# train with batch token | |
dataset=DeepLocBinary | |
pdb_type=AlphaFold2 | |
plm_model=esm2_t30_150M_UR50D | |
lr=5e-4 | |
python src/train.py \ | |
--plm_model facebook/$plm_model \ | |
--dataset_config data/$dataset/"$dataset"_"$pdb_type"_HF.json \ | |
--learning_rate $lr \ | |
--gradient_accumulation_steps 8 \ | |
--batch_token 12000 \ | |
--output_dir debug/$dataset/$plm_model \ | |
--output_model_name af2_lr"$lr"_bt12k_ga8.pt | |
# train with batch_size | |
dataset=DeepLocBinary | |
pdb_type=AlphaFold2 | |
plm_model=esm2_t30_150M_UR50D | |
lr=5e-4 | |
python src/train.py \ | |
--plm_model facebook/$plm_model \ | |
--dataset_config data/$dataset/"$dataset"_"$pdb_type"_HF.json \ | |
--learning_rate $lr \ | |
--gradient_accumulation_steps 8 \ | |
--batch_size 12 \ | |
--max_seq_len 1024 \ | |
--output_dir debug/$dataset/$plm_model \ | |
--output_model_name af2_lr"$lr"_bs12_ga8.pt |