Source code for sparknlp.internal.params_getters_setters
# Copyright 2017-2022 John Snow Labs
#
# Licensed 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.
"""Contains utility classes for ParamsGettersSetters."""
import re
from pyspark.ml.param import Params
[docs]class ParamsGettersSetters(Params):
getter_attrs = []
def __init__(self):
super(ParamsGettersSetters, self).__init__()
for param in self.params:
param_name = param.name
fg_attr = "get" + re.sub(r"(?:^|_)(.)", lambda m: m.group(1).upper(), param_name)
fs_attr = "set" + re.sub(r"(?:^|_)(.)", lambda m: m.group(1).upper(), param_name)
# Generates getter and setter only if not exists
try:
getattr(self, fg_attr)
except AttributeError:
setattr(self, fg_attr, self.getParamValue(param_name))
try:
getattr(self, fs_attr)
except AttributeError:
setattr(self, fs_attr, self.setParamValue(param_name))
[docs] def getParamValue(self, paramName):
"""Gets the value of a parameter.
Parameters
----------
paramName : str
Name of the parameter
"""
def r():
try:
return self.getOrDefault(paramName)
except KeyError:
return None
return r
[docs] def setParamValue(self, paramName):
"""Sets the value of a parameter.
Parameters
----------
paramName : str
Name of the parameter
"""
def r(v):
self.set(self.getParam(paramName), v)
return self
return r