StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics
https://doi.org/10.1109/TVCG.2020.3030352
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242 lines
7.1 KiB
242 lines
7.1 KiB
# Copyright 2009-present MongoDB, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# 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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from uuid import UUID
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from bson.py3compat import PY3
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"""Tools for representing BSON binary data.
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"""
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BINARY_SUBTYPE = 0
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"""BSON binary subtype for binary data.
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This is the default subtype for binary data.
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"""
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FUNCTION_SUBTYPE = 1
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"""BSON binary subtype for functions.
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"""
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OLD_BINARY_SUBTYPE = 2
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"""Old BSON binary subtype for binary data.
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This is the old default subtype, the current
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default is :data:`BINARY_SUBTYPE`.
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"""
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OLD_UUID_SUBTYPE = 3
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"""Old BSON binary subtype for a UUID.
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:class:`uuid.UUID` instances will automatically be encoded
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by :mod:`bson` using this subtype.
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.. versionadded:: 2.1
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"""
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UUID_SUBTYPE = 4
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"""BSON binary subtype for a UUID.
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This is the new BSON binary subtype for UUIDs. The
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current default is :data:`OLD_UUID_SUBTYPE`.
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.. versionchanged:: 2.1
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Changed to subtype 4.
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"""
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STANDARD = UUID_SUBTYPE
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"""The standard UUID representation.
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:class:`uuid.UUID` instances will automatically be encoded to
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and decoded from BSON binary, using RFC-4122 byte order with
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binary subtype :data:`UUID_SUBTYPE`.
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.. versionadded:: 3.0
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"""
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PYTHON_LEGACY = OLD_UUID_SUBTYPE
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"""The Python legacy UUID representation.
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:class:`uuid.UUID` instances will automatically be encoded to
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and decoded from BSON binary, using RFC-4122 byte order with
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binary subtype :data:`OLD_UUID_SUBTYPE`.
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.. versionadded:: 3.0
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"""
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JAVA_LEGACY = 5
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"""The Java legacy UUID representation.
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:class:`uuid.UUID` instances will automatically be encoded to
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and decoded from BSON binary subtype :data:`OLD_UUID_SUBTYPE`,
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using the Java driver's legacy byte order.
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.. versionchanged:: 3.6
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BSON binary subtype 4 is decoded using RFC-4122 byte order.
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.. versionadded:: 2.3
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"""
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CSHARP_LEGACY = 6
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"""The C#/.net legacy UUID representation.
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:class:`uuid.UUID` instances will automatically be encoded to
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and decoded from BSON binary subtype :data:`OLD_UUID_SUBTYPE`,
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using the C# driver's legacy byte order.
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.. versionchanged:: 3.6
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BSON binary subtype 4 is decoded using RFC-4122 byte order.
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.. versionadded:: 2.3
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"""
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ALL_UUID_SUBTYPES = (OLD_UUID_SUBTYPE, UUID_SUBTYPE)
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ALL_UUID_REPRESENTATIONS = (STANDARD, PYTHON_LEGACY, JAVA_LEGACY, CSHARP_LEGACY)
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UUID_REPRESENTATION_NAMES = {
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PYTHON_LEGACY: 'PYTHON_LEGACY',
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STANDARD: 'STANDARD',
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JAVA_LEGACY: 'JAVA_LEGACY',
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CSHARP_LEGACY: 'CSHARP_LEGACY'}
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MD5_SUBTYPE = 5
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"""BSON binary subtype for an MD5 hash.
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"""
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USER_DEFINED_SUBTYPE = 128
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"""BSON binary subtype for any user defined structure.
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"""
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class Binary(bytes):
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"""Representation of BSON binary data.
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This is necessary because we want to represent Python strings as
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the BSON string type. We need to wrap binary data so we can tell
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the difference between what should be considered binary data and
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what should be considered a string when we encode to BSON.
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Raises TypeError if `data` is not an instance of :class:`bytes`
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(:class:`str` in python 2) or `subtype` is not an instance of
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:class:`int`. Raises ValueError if `subtype` is not in [0, 256).
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.. note::
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In python 3 instances of Binary with subtype 0 will be decoded
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directly to :class:`bytes`.
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:Parameters:
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- `data`: the binary data to represent
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- `subtype` (optional): the `binary subtype
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<http://bsonspec.org/#/specification>`_
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to use
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"""
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_type_marker = 5
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def __new__(cls, data, subtype=BINARY_SUBTYPE):
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if not isinstance(data, bytes):
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raise TypeError("data must be an instance of bytes")
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if not isinstance(subtype, int):
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raise TypeError("subtype must be an instance of int")
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if subtype >= 256 or subtype < 0:
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raise ValueError("subtype must be contained in [0, 256)")
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self = bytes.__new__(cls, data)
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self.__subtype = subtype
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return self
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@property
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def subtype(self):
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"""Subtype of this binary data.
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"""
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return self.__subtype
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def __getnewargs__(self):
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# Work around http://bugs.python.org/issue7382
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data = super(Binary, self).__getnewargs__()[0]
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if PY3 and not isinstance(data, bytes):
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data = data.encode('latin-1')
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return data, self.__subtype
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def __eq__(self, other):
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if isinstance(other, Binary):
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return ((self.__subtype, bytes(self)) ==
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(other.subtype, bytes(other)))
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# We don't return NotImplemented here because if we did then
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# Binary("foo") == "foo" would return True, since Binary is a
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# subclass of str...
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return False
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def __hash__(self):
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return super(Binary, self).__hash__() ^ hash(self.__subtype)
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def __ne__(self, other):
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return not self == other
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def __repr__(self):
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return "Binary(%s, %s)" % (bytes.__repr__(self), self.__subtype)
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class UUIDLegacy(Binary):
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"""UUID wrapper to support working with UUIDs stored as PYTHON_LEGACY.
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.. doctest::
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>>> import uuid
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>>> from bson.binary import Binary, UUIDLegacy, STANDARD
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>>> from bson.codec_options import CodecOptions
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>>> my_uuid = uuid.uuid4()
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>>> coll = db.get_collection('test',
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... CodecOptions(uuid_representation=STANDARD))
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>>> coll.insert_one({'uuid': Binary(my_uuid.bytes, 3)}).inserted_id
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ObjectId('...')
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>>> coll.count_documents({'uuid': my_uuid})
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0
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>>> coll.count_documents({'uuid': UUIDLegacy(my_uuid)})
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1
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>>> coll.find({'uuid': UUIDLegacy(my_uuid)})[0]['uuid']
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UUID('...')
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>>>
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>>> # Convert from subtype 3 to subtype 4
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>>> doc = coll.find_one({'uuid': UUIDLegacy(my_uuid)})
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>>> coll.replace_one({"_id": doc["_id"]}, doc).matched_count
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1
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>>> coll.count_documents({'uuid': UUIDLegacy(my_uuid)})
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0
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>>> coll.count_documents({'uuid': {'$in': [UUIDLegacy(my_uuid), my_uuid]}})
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1
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>>> coll.find_one({'uuid': my_uuid})['uuid']
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UUID('...')
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Raises TypeError if `obj` is not an instance of :class:`~uuid.UUID`.
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:Parameters:
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- `obj`: An instance of :class:`~uuid.UUID`.
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"""
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def __new__(cls, obj):
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if not isinstance(obj, UUID):
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raise TypeError("obj must be an instance of uuid.UUID")
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self = Binary.__new__(cls, obj.bytes, OLD_UUID_SUBTYPE)
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self.__uuid = obj
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return self
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def __getnewargs__(self):
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# Support copy and deepcopy
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return (self.__uuid,)
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@property
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def uuid(self):
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"""UUID instance wrapped by this UUIDLegacy instance.
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"""
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return self.__uuid
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def __repr__(self):
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return "UUIDLegacy('%s')" % self.__uuid
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