def __init__(self, name=None):
"""Responsible for gathering and instantiating experiments, featurizers, and metrics."""
self.name = name
self.experiments = [Registry.get_experiment(e) for e in EXPERIMENTS]
self.featurizers = [Registry.get_featurizer(f)() for f in FEATURIZERS]
self.metrics = [Registry.get_metric(m)() for m in METRICS]
self.columns = [
"Dataset",
"Featurizer",
"Experiment",
"Metric",
"TrainSize",
"Sampler",
"Resampler",
"Result",
"TrainResult",
]
self.results = pd.DataFrame(columns=self.columns)
def __init__(self):
"""
Responsible for searching featurizer module and importing those specified in config.
"""
self.featurizers = [Registry.get_featurizer(f)() for f in FEATURIZERS]