Source code for stk.ea.selection.selectors.remove_molecules

Remove Molecules


from .selector import Selector

[docs]class RemoveMolecules(Selector): """ Prevents a :class:`.Selector` from selecting some molecules. Examples -------- *Removing Molecules From Selection* .. testcode:: removing-molecules-from-selection import stk selector = stk.RemoveMolecules( # Do not select any molecules from the top 5 batches # of size 3. remover=stk.Best(num_batches=5, batch_size=3), # Select the ret of the molecules using roulette. selector=stk.Roulette(num_batches=20, batch_size=3), ) population = tuple( stk.MoleculeRecord( topology_graph=stk.polymer.Linear( building_blocks=( stk.BuildingBlock( smiles='BrCCBr', functional_groups=[stk.BromoFactory()], ), ), repeating_unit='A', num_repeating_units=2, ), ).with_fitness_value(i) for i in range(10) ) for batch in # Do stuff with batch. The batch is guaranteed not to # contain any molecules which are found in the best 5 # batches of size 3. pass """
[docs] def __init__(self, remover, selector): """ Initialize a :class:`.RemoveMolecules` instance. Parameters ---------- remover : :class:`.Selector` Selects batches molecules, any molecule selected cannot be selected by `selector`. selector : :class:`.Selector` Selects batches of molecules, not containing any molecules selected by `remover`. """ self._remover = remover self._selector = selector
[docs] def select( self, population, included_batches=None, excluded_batches=None, ): remover_batches = population=population, included_batches=included_batches, excluded_batches=excluded_batches, ) removed = { record for batch in remover_batches for record in batch } valid_population = tuple( record for record in population if record not in removed ) yield from population=valid_population, included_batches=included_batches, excluded_batches=excluded_batches, )