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ADOPT: intrinsic protein disorder prediction through deep bidirectional transformers

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Retrain inference model with 1280 dimension

bug

I ran ```bash export NEW_PROT_FASTA_FILE_PATH='/raid/app/oliver/tmp/disprot_2022_03.fasta' export NEW_PROT_RES_REPR_DIR_PATH='/raid/app/oliver/tmp/' ``` then the script (last bit of https://github.com/PeptoneInc/ADOPT/blob/main/scripts/adopt_inference.sh) ```bash TRAIN_STRATEGY="train_on_cleared_1325_test_on_117_residue_split" MODEL_TYPE="esm-1b" PRED_Z_FILE_PATH="predicted_z_scores.json" printf "Extracting residue level representation of %s \n" $NEW_PROT_FASTA_FILE_PATH python adopt/embedding.py...

bug

In `inference.py` we currently have: - `torch.load(str(repr_path) + "/" + ix + ".pt")["representations"]` for `esm-msa` - `torch.load(str(repr_path) + "/" + ix + ".pt")["representations"][33]` for the other models

enhancement

Viz routines for paper reproducibility

feature