eland/eland/ml/_optional.py
2020-07-08 15:10:43 -05:00

116 lines
4.1 KiB
Python

# Licensed to Elasticsearch B.V. under one or more contributor
# license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright
# ownership. Elasticsearch B.V. licenses this file to you under
# the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import distutils.version
import importlib
import types
import warnings
# ----------------------------------------------------------------------------
# functions largely based / taken from the six module
# Much of the code in this module comes from pandas.
# The license for this library can be found NOTICE.txt and the code can be
# https://raw.githubusercontent.com/pandas-dev/pandas/v1.0.1/pandas/compat/_optional.py
VERSIONS = {"xgboost": "0.90", "sklearn": "0.22.1"}
# Update install.rst when updating versions!
message = (
"Missing optional dependency '{name}'. {extra} "
"Use pip or conda to install {name}."
)
version_message = (
"Eland requires version '{minimum_version}' or newer of '{name}' "
"(version '{actual_version}' currently installed). "
"Use pip or conda to update {name}."
)
def _get_version(module: types.ModuleType) -> str:
version = getattr(module, "__version__", None)
if version is None:
# xlrd uses a capitalized attribute name
version = getattr(module, "__VERSION__", None)
if version is None:
raise ImportError(f"Can't determine version for {module.__name__}")
return version
def import_optional_dependency(
name: str, extra: str = "", raise_on_missing: bool = True, on_version: str = "raise"
):
"""
Import an optional dependency.
By default, if a dependency is missing an ImportError with a nice
message will be raised. If a dependency is present, but too old,
we raise.
Parameters
----------
name : str
The module name. This should be top-level only, so that the
version may be checked.
extra : str
Additional text to include in the ImportError message.
raise_on_missing : bool, default True
Whether to raise if the optional dependency is not found.
When False and the module is not present, None is returned.
on_version : str {'raise', 'warn'}
What to do when a dependency's version is too old.
* raise : Raise an ImportError
* warn : Warn that the version is too old. Returns None
* ignore: Return the module, even if the version is too old.
It's expected that users validate the version locally when
using ``on_version="ignore"`` (see. ``io/html.py``)
Returns
-------
maybe_module : Optional[ModuleType]
The imported module, when found and the version is correct.
None is returned when the package is not found and `raise_on_missing`
is False, or when the package's version is too old and `on_version`
is ``'warn'``.
"""
try:
module = importlib.import_module(name)
except ImportError:
if raise_on_missing:
raise ImportError(message.format(name=name, extra=extra)) from None
else:
return None
minimum_version = VERSIONS.get(name)
if minimum_version:
version = _get_version(module)
if distutils.version.LooseVersion(version) < minimum_version:
assert on_version in {"warn", "raise", "ignore"}
msg = version_message.format(
minimum_version=minimum_version, name=name, actual_version=version
)
if on_version == "warn":
warnings.warn(msg, UserWarning)
return None
elif on_version == "raise":
raise ImportError(msg)
return module