cf4e04a0c5
This PR makes pipeline stages in Python copyable and hence simplifies some implementations. It also includes the following changes:
1. Rename `paramMap` and `defaultParamMap` to `_paramMap` and `_defaultParamMap`, respectively.
2. Accept a list of param maps in `fit`.
3. Use parent uid and name to identify param.
jkbradley
Author: Xiangrui Meng <meng@databricks.com>
Author: Joseph K. Bradley <joseph@databricks.com>
Closes #6088 from mengxr/SPARK-7380 and squashes the following commits:
413c463 [Xiangrui Meng] remove unnecessary doc
4159f35 [Xiangrui Meng] Merge remote-tracking branch 'apache/master' into SPARK-7380
611c719 [Xiangrui Meng] fix python style
68862b8 [Xiangrui Meng] update _java_obj initialization
927ad19 [Xiangrui Meng] fix ml/tests.py
0138fc3 [Xiangrui Meng] update feature transformers and fix a bug in RegexTokenizer
9ca44fb [Xiangrui Meng] simplify Java wrappers and add tests
c7d84ef [Xiangrui Meng] update ml/tests.py to test copy params
7e0d27f [Xiangrui Meng] merge master
46840fb [Xiangrui Meng] update wrappers
b6db1ed [Xiangrui Meng] update all self.paramMap to self._paramMap
46cb6ed [Xiangrui Meng] merge master
a163413 [Xiangrui Meng] fix style
1042e80 [Xiangrui Meng] Merge remote-tracking branch 'apache/master' into SPARK-7380
9630eae [Xiangrui Meng] fix Identifiable._randomUID
13bd70a [Xiangrui Meng] update ml/tests.py
64a536c [Xiangrui Meng] use _fit/_transform/_evaluate to simplify the impl
02abf13 [Xiangrui Meng] Merge remote-tracking branch 'apache/master' into copyable-python
66ce18c [Joseph K. Bradley] some cleanups before sending to Xiangrui
7431272 [Joseph K. Bradley] Rebased with master
(cherry picked from commit 9c7e802a5a
)
Signed-off-by: Xiangrui Meng <meng@databricks.com>
249 lines
8 KiB
Python
249 lines
8 KiB
Python
#
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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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import copy
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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, Identifiable):
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raise TypeError("Parent must be an Identifiable but got type %s." % type(parent))
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self.parent = parent.uid
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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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def __hash__(self):
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return hash(str(self))
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def __eq__(self, other):
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if isinstance(other, Param):
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return self.parent == other.parent and self.name == other.name
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else:
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return False
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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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#: value returned by :py:func:`params`
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_params = None
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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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if self._params is None:
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self._params = 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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return self._params
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def explainParam(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.explainParam(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
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a default value.
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"""
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return self.isSet(param) or self.hasDefault(param)
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def hasParam(self, paramName):
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"""
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Tests whether this instance contains a param with a given
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(string) name.
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"""
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param = self._resolveParam(paramName)
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return param in self.params
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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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param = self._resolveParam(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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def extractParamMap(self, extra={}):
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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 < extra.
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:param extra: 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(extra)
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return paramMap
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def copy(self, extra={}):
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"""
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Creates a copy of this instance with the same uid and some
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extra params. The default implementation creates a
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shallow copy using :py:func:`copy.copy`, and then copies the
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embedded and extra parameters over and returns the copy.
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Subclasses should override this method if the default approach
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is not sufficient.
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:param extra: Extra parameters to copy to the new instance
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:return: Copy of this instance
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"""
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that = copy.copy(self)
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that._paramMap = self.extractParamMap(extra)
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return that
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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 not (self.uid == param.parent and self.hasParam(param.name)):
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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
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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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def _copyValues(self, to, extra={}):
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"""
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Copies param values from this instance to another instance for
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params shared by them.
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:param to: the target instance
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:param extra: extra params to be copied
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:return: the target instance with param values copied
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"""
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paramMap = self.extractParamMap(extra)
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for p in self.params:
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if p in paramMap and to.hasParam(p.name):
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to._set(**{p.name: paramMap[p]})
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return to
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