common.py
640 Bytes
"""
Common utilities for testing model selection.
"""
import numpy as np
from sklearn.model_selection import KFold
class OneTimeSplitter:
"""A wrapper to make KFold single entry cv iterator"""
def __init__(self, n_splits=4, n_samples=99):
self.n_splits = n_splits
self.n_samples = n_samples
self.indices = iter(KFold(n_splits=n_splits).split(np.ones(n_samples)))
def split(self, X=None, y=None, groups=None):
"""Split can be called only once"""
for index in self.indices:
yield index
def get_n_splits(self, X=None, y=None, groups=None):
return self.n_splits