Graph-based architectures are becoming increasingly {popular|well-liked|well-known|common|well known|preferred} as a tool for structure generation. {Here|Right here}, we introduce a novel open-source architecture HyFactor {which is|that is|which can be} inspired by previously reported DEFactor architecture and {based|primarily based} {on the|around the} hydrogen labeled graphs. {Since the|Because the} original DEFactor code was not {available|accessible|obtainable|offered|readily available|out there}, its new implementation (ReFactor) was {prepared|ready} {in this|within this} {work|function|perform|operate} for the benchmarking {purpose|objective|goal}. HyFactor demonstrates its {high|higher} {performance|overall performance|efficiency|functionality} {on the|around the} ZINC 250K MOSES and ChEMBL {data|information} set and in molecular generation tasks, {it is|it’s|it really is|it truly is|it can be|it is actually} {considerably|significantly} {more|much more|a lot more|far more|additional|extra} {effective|efficient|successful|powerful|productive|helpful} than ReFactor. The code of HyFactor and all models obtained {in this|within this} study are publicly {available|accessible|obtainable|offered|readily available|out there} from our GitHub repository: https://github.com/Laboratoire-de-Chemoinformatique/hyfactorFormula of 1319716-42-1 1-Methylcyclobutanecarboxylic acid uses PMID:24118276

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