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DATASET

  • dataset without protein data:0507ligand_pro_15cutways.txt
    The first column is an Smiles sequence of the intact molecule, and the second column is an Smiles sequence of the cropped molecule
  • dataset with protein data:0525ligand_pro_15cutways.txt
    The first column is an Smiles sequence of the intact molecule, the second column is an Smiles sequence of the clipped molecule, and the third column is a protein sequence.

Train and test

// run the code, each model code is in the corresponding folder
run LSTM_molecule0507.py

Outputs

Take the * ./LSTM folder as an example:

  • ./r1: Experimental results
  • ./r1/parameters.txt : input hyperparameters and loss output
  • ./r1/evaluate.txt: some indicators of prediction results
  • ./r1/encoder.pth/decoder.pth: contains the trained model
  • ./LSTMresults : Model prediction results

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