# Sebastian Raschka 2014-2020 # mlxtend Machine Learning Library Extensions # # Base Classifier (Classifier Parent Class) # Author: Sebastian Raschka # # License: BSD 3 clause import numpy as np class _BaseFeatureExtractor(object): """Parent Class for Feature Extractors""" def __init__(self): pass def _check_arrays(self, X, y=None): if isinstance(X, list): raise ValueError('X must be a numpy array') if not len(X.shape) == 2: raise ValueError('X must be a 2D array. Try X[:,numpy.newaxis]') try: if y is None: return except(AttributeError): if not len(y.shape) == 1: raise ValueError('y must be a 1D array.') if not isinstance(y, np.ndarray): raise ValueError('y must be a numpy array') if y.shape[0] != X.shape[0]: raise ValueError('X and y must contain the same number of samples')