80 lines
1.8 KiB
Python

# coding: utf-8
# pylint: disable= invalid-name, unused-import
"""For compatibility"""
from __future__ import absolute_import
import sys
PY3 = (sys.version_info[0] == 3)
if PY3:
# pylint: disable=invalid-name, redefined-builtin
STRING_TYPES = str,
def py_str(x):
"""convert c string back to python string"""
return x.decode('utf-8')
else:
# pylint: disable=invalid-name
STRING_TYPES = basestring,
def py_str(x):
"""convert c string back to python string"""
return x
try:
import cPickle as pickle # noqa
except ImportError:
import pickle # noqa
# pandas
try:
from pandas import DataFrame
from pandas import MultiIndex
PANDAS_INSTALLED = True
except ImportError:
class MultiIndex(object):
""" dummy for pandas.MultiIndex """
pass
class DataFrame(object):
""" dummy for pandas.DataFrame """
pass
PANDAS_INSTALLED = False
# sklearn
try:
from sklearn.base import BaseEstimator
from sklearn.base import RegressorMixin, ClassifierMixin
from sklearn.preprocessing import LabelEncoder
try:
from sklearn.model_selection import KFold, StratifiedKFold
except ImportError:
from sklearn.cross_validation import KFold, StratifiedKFold
SKLEARN_INSTALLED = True
XGBModelBase = BaseEstimator
XGBRegressorBase = RegressorMixin
XGBClassifierBase = ClassifierMixin
XGBKFold = KFold
XGBStratifiedKFold = StratifiedKFold
XGBLabelEncoder = LabelEncoder
except ImportError:
SKLEARN_INSTALLED = False
# used for compatibility without sklearn
XGBModelBase = object
XGBClassifierBase = object
XGBRegressorBase = object
XGBKFold = None
XGBStratifiedKFold = None
XGBLabelEncoder = None