Published September 26, 2022 | Version v3.2.0
Software Open

CDDLeiden/DrugEx: DrugEx version 3.2.0

  • 1. Leiden University

Description

From v3.1.0 to v3.2.0

Fixes
  • fixes to SmilesExplorerNoFrag (wrong best state was saved and a TypeError while logging was eliminated, see !40)
  • optimized how memory is used a little bit (!50)
  • fix #55
Changes
  • generated SMILES are now not reported in the logger of SmilesExplorerNoFrag (see !40), but should still be available to the supplied training monitor

  • Training QSAR models is restructured (see !41), only CLI still environ.py, actually functionality moved to environment. As well as unittests added for this part of the code.

  • Early stopping patience is now softcoded for all models and for reinforcement learning criteria was changed from ratio of desired molecules to the mean average score (see !46)

New Features
  • add option to remove molecules with tokens not occuring in voc (in dataset.py), see !39.

  • add grid search for DNN QSAR model (see !41)

  • add bayes optimization for DNN QSAR model (see !42)

  • add option to use different environment algorithms during RL

  • add option to use selectivity window predictor for RL

  • add option to specify chunk_size in the dataset.py script to control how data is supplied to parallel processes (bigger chunk size -> more memory used, but more efficient use of multiple CPUs, see !50)

Files

CDDLeiden/DrugEx-v3.2.0.zip

Files (14.5 MB)

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