def __init__(self, config):
self.config = self._Parameters(config)
if self.config.oversample_method == 'SMOTE_imlearn':
self.sampler = Sampler.SMOTEImlearn(config)
elif self.config.oversample_method == 'naive':
self.sampler = Sampler.Naive(config)
elif self.config.oversample_method == 'ADASYN':
self.sampler = Sampler.ADASYNImlearn(config)
elif self.config.oversample_method == 'pySMOTE':
self.sampler = Sampler.PySmote(config)
elif self.config.oversample_method == 'RUS':
self.sampler = Sampler.RUSImlearn(config)
elif self.config.oversample_method == 'ALLKNN':
self.sampler = Sampler.ALLKNNImlearn(config)
elif self.config.oversample_method == 'naiveUS':
self.sampler = Sampler.NaiveUS(config)
elif self.config.oversample_method == 'NearMiss':
self.sampler = Sampler.NearMissImlearn(config)
