2015-01-28 20:14:23 -05:00
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#
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# Licensed to the Apache Software Foundation (ASF) under one or more
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# contributor license agreements. See the NOTICE file distributed with
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# this work for additional information regarding copyright ownership.
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# The ASF licenses this file to You under the Apache License, Version 2.0
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# (the "License"); you may not use this file except in compliance with
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# the License. You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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from abc import ABCMeta
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from pyspark.ml.util import Identifiable
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__all__ = ['Param', 'Params']
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class Param(object):
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"""
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A param with self-contained documentation.
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"""
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def __init__(self, parent, name, doc):
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if not isinstance(parent, Params):
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raise ValueError("Parent must be a Params but got type %s." % type(parent).__name__)
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self.parent = parent
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self.name = str(name)
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self.doc = str(doc)
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def __str__(self):
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return str(self.parent) + "__" + self.name
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def __repr__(self):
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return "Param(parent=%r, name=%r, doc=%r)" % (self.parent, self.name, self.doc)
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class Params(Identifiable):
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"""
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Components that take parameters. This also provides an internal
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param map to store parameter values attached to the instance.
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"""
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__metaclass__ = ABCMeta
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#: internal param map for user-supplied values param map
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paramMap = {}
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#: internal param map for default values
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defaultParamMap = {}
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@property
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def params(self):
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"""
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Returns all params ordered by name. The default implementation
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uses :py:func:`dir` to get all attributes of type
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:py:class:`Param`.
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"""
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return list(filter(lambda attr: isinstance(attr, Param),
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[getattr(self, x) for x in dir(self) if x != "params"]))
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def _explain(self, param):
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"""
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Explains a single param and returns its name, doc, and optional
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default value and user-supplied value in a string.
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"""
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param = self._resolveParam(param)
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values = []
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if self.isDefined(param):
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if param in self.defaultParamMap:
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values.append("default: %s" % self.defaultParamMap[param])
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if param in self.paramMap:
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values.append("current: %s" % self.paramMap[param])
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else:
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values.append("undefined")
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valueStr = "(" + ", ".join(values) + ")"
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return "%s: %s %s" % (param.name, param.doc, valueStr)
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def explainParams(self):
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"""
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Returns the documentation of all params with their optionally
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default values and user-supplied values.
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"""
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return "\n".join([self._explain(param) for param in self.params])
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def getParam(self, paramName):
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"""
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Gets a param by its name.
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"""
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param = getattr(self, paramName)
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if isinstance(param, Param):
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return param
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else:
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raise ValueError("Cannot find param with name %s." % paramName)
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def isSet(self, param):
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"""
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Checks whether a param is explicitly set by user.
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"""
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param = self._resolveParam(param)
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return param in self.paramMap
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def hasDefault(self, param):
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"""
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Checks whether a param has a default value.
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"""
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param = self._resolveParam(param)
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return param in self.defaultParamMap
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def isDefined(self, param):
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"""
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Checks whether a param is explicitly set by user or has a default value.
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"""
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return self.isSet(param) or self.hasDefault(param)
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def getOrDefault(self, param):
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"""
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Gets the value of a param in the user-supplied param map or its
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default value. Raises an error if either is set.
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"""
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if isinstance(param, Param):
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if param in self.paramMap:
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return self.paramMap[param]
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else:
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return self.defaultParamMap[param]
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elif isinstance(param, str):
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return self.getOrDefault(self.getParam(param))
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else:
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raise KeyError("Cannot recognize %r as a param." % param)
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def extractParamMap(self, extraParamMap={}):
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"""
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Extracts the embedded default param values and user-supplied
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values, and then merges them with extra values from input into
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a flat param map, where the latter value is used if there exist
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conflicts, i.e., with ordering: default param values <
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user-supplied values < extraParamMap.
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:param extraParamMap: extra param values
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:return: merged param map
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"""
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paramMap = self.defaultParamMap.copy()
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paramMap.update(self.paramMap)
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paramMap.update(extraParamMap)
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return paramMap
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def _shouldOwn(self, param):
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"""
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Validates that the input param belongs to this Params instance.
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"""
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if param.parent is not self:
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raise ValueError("Param %r does not belong to %r." % (param, self))
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def _resolveParam(self, param):
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"""
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Resolves a param and validates the ownership.
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:param param: param name or the param instance, which must
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belong to this Params instance
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:return: resolved param instance
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"""
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if isinstance(param, Param):
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self._shouldOwn(param)
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return param
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elif isinstance(param, str):
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return self.getParam(param)
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else:
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raise ValueError("Cannot resolve %r as a param." % param)
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@staticmethod
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def _dummy():
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"""
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Returns a dummy Params instance used as a placeholder to generate docs.
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"""
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dummy = Params()
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dummy.uid = "undefined"
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return dummy
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def _set(self, **kwargs):
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"""
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Sets user-supplied params.
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"""
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for param, value in kwargs.items():
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self.paramMap[getattr(self, param)] = value
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return self
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def _setDefault(self, **kwargs):
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"""
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Sets default params.
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"""
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for param, value in kwargs.items():
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self.defaultParamMap[getattr(self, param)] = value
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return self
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