from tempfile import NamedTemporaryFile from gradio import Blocks, Button, Checkbox, Dropdown, Examples, File, HTML, Markdown, Textbox from model import get_models from data import Data # Define scoring strategies SCORING = ["wt-marginals", "masked-marginals"] # Get available models MODELS = get_models() def app(*argv): """ Main application function """ # Unpack the arguments seq, trg, model_name, *_ = argv scoring = SCORING[scoring_strategy.value] try: # Calculate the data based on the input parameters data = Data(seq, trg, model_name, scoring, out_file).calculate() except Exception as e: # If an error occurs, return an HTML error message return f'

Error: {str(e)}

', None # If no error occurs, return the calculated data return repr(data), File(value=out_file.name, visible=True) # Create the Gradio interface with open("instructions.md", "r", encoding="utf-8") as md,\ NamedTemporaryFile(mode='w+') as out_file,\ Blocks() as esm_scan: # Define the interface components Markdown(md.read()) seq = Textbox( lines=2, label="Sequence", placeholder="FASTA sequence here...", value='' ) trg = Textbox( lines=1, label="Substitutions", placeholder="Substitutions here...", value="" ) model_name = Dropdown(MODELS, label="Model", value="facebook/esm2_t30_150M_UR50D") scoring_strategy = Checkbox(value=True, label="Use higher accuracy scoring", interactive=True) btn = Button(value="Run") out = HTML() bto = File( value=out_file.name, visible=False, label="Download", file_count='single', interactive=False ) btn.click( fn=app, inputs=[seq, trg, model_name], outputs=[out, bto] ) ex = Examples( examples=[ [ "MVEQYLLEAIVRDARDGITISDCSRPDNPLVFVNDAFTRMTGYDAEEVIGKNCRFLQRGDINLSAVHTIKIAMLTHEPCLVTLKNYRKDGTIFWNELSLTPIINKNGLITHYLGIQKDVSAQVILNQTLHEENHLLKSNKEMLEYLVNIDALTGLHNRRFLEDQLVIQWKLASRHINTITIFMIDIDYFKAFNDTYGHTAGDEALRTIAKTLNNCFMRGSDFVARYGGEEFTILAIGMTELQAHEYSTKLVQKIENLNIHHKGSPLGHLTISLGYSQANPQYHNDQNLVIEQADRALYSAKVEGKNRAVAYREQ", "deep mutational scanning", "facebook/esm2_t6_8M_UR50D" ], [ "MVEQYLLEAIVRDARDGITISDCSRPDNPLVFVNDAFTRMTGYDAEEVIGKNCRFLQRGDINLSAVHTIKIAMLTHEPCLVTLKNYRKDGTIFWNELSLTPIINKNGLITHYLGIQKDVSAQVILNQTLHEENHLLKSNKEMLEYLVNIDALTGLHNRRFLEDQLVIQWKLASRHINTITIFMIDIDYFKAFNDTYGHTAGDEALRTIAKTLNNCFMRGSDFVARYGGEEFTILAIGMTELQAHEYSTKLVQKIENLNIHHKGSPLGHLTISLGYSQANPQYHNDQNLVIEQADRALYSAKVEGKNRAVAYREQ", "217 218 219", "facebook/esm2_t12_35M_UR50D" ], [ "MVEQYLLEAIVRDARDGITISDCSRPDNPLVFVNDAFTRMTGYDAEEVIGKNCRFLQRGDINLSAVHTIKIAMLTHEPCLVTLKNYRKDGTIFWNELSLTPIINKNGLITHYLGIQKDVSAQVILNQTLHEENHLLKSNKEMLEYLVNIDALTGLHNRRFLEDQLVIQWKLASRHINTITIFMIDIDYFKAFNDTYGHTAGDEALRTIAKTLNNCFMRGSDFVARYGGEEFTILAIGMTELQAHEYSTKLVQKIENLNIHHKGSPLGHLTISLGYSQANPQYHNDQNLVIEQADRALYSAKVEGKNRAVAYREQ", "R218K R218S R218N R218A R218V R218D", "facebook/esm2_t30_150M_UR50D", ], [ "MVEQYLLEAIVRDARDGITISDCSRPDNPLVFVNDAFTRMTGYDAEEVIGKNCRFLQRGDINLSAVHTIKIAMLTHEPCLVTLKNYRKDGTIFWNELSLTPIINKNGLITHYLGIQKDVSAQVILNQTLHEENHLLKSNKEMLEYLVNIDALTGLHNRRFLEDQLVIQWKLASRHINTITIFMIDIDYFKAFNDTYGHTAGDEALRTIAKTLNNCFMRGSDFVARYGGEEFTILAIGMTELQAHEYSTKLVQKIENLNIHHKGSPLGHLTISLGYSQANPQYHNDQNLVIEQADRALYSAKVEGKNRAVAYREQ", "MVEQYLLEAIVRDARDGITISDCSRPDNPLVFVNDAFTRMTGYDAEEVIGKNCRFLQRGDINLSAVHTIKIAMLTHEPCLVTLKNYRKDGTIFWNELSLTPIINKNGLITHYLGIQKDVSAQVILNQTLHEENHLLKSNKEMLEYLVNIDALTGLHNRRFLEDQLVIQWKLASRHINTITIFMIDIDYFKAFNDTYGHTAGDEALRTIAKTLNNCFMWGSDFVARYGGEEFTILAIGMTELQAHEYSTKLVQKIENLNIHHKGSPLGHLTISLGYSQANPQYHNDQNLVIEQADRALYSAKVEGKNRAVAYREQ", "facebook/esm2_t33_650M_UR50D", ], ], inputs=[seq, trg, model_name], outputs=[out, bto], fn=app ) # Launch the Gradio interface if __name__ == "__main__": esm_scan.launch()