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tensorflow / purelib / tensorflow / python / training / tracking / object_identity.py
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"""Utilities for collecting objects based on "is" comparison."""
# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# ==============================================================================
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

import collections
import weakref


class _ObjectIdentityWrapper(object):
  """Wraps an object, mapping __eq__ on wrapper to "is" on wrapped.

  Since __eq__ is based on object identity, it's safe to also define __hash__
  based on object ids. This lets us add unhashable types like trackable
  _ListWrapper objects to object-identity collections.
  """

  def __init__(self, wrapped):
    self._wrapped = wrapped

  @property
  def unwrapped(self):
    return self._wrapped

  def __eq__(self, other):
    if isinstance(other, _ObjectIdentityWrapper):
      return self._wrapped is other._wrapped  # pylint: disable=protected-access
    return self._wrapped is other

  def __hash__(self):
    # Wrapper id() is also fine for weakrefs. In fact, we rely on
    # id(weakref.ref(a)) == id(weakref.ref(a)) and weakref.ref(a) is
    # weakref.ref(a) in _WeakObjectIdentityWrapper.
    return id(self._wrapped)


class _WeakObjectIdentityWrapper(_ObjectIdentityWrapper):

  def __init__(self, wrapped):
    super(_WeakObjectIdentityWrapper, self).__init__(weakref.ref(wrapped))

  @property
  def unwrapped(self):
    return self._wrapped()


class ObjectIdentityDictionary(collections.MutableMapping):
  """A mutable mapping data structure which compares using "is".

  This is necessary because we have trackable objects (_ListWrapper) which
  have behavior identical to built-in Python lists (including being unhashable
  and comparing based on the equality of their contents by default).
  """

  def __init__(self):
    self._storage = {}

  def _wrap_key(self, key):
    return _ObjectIdentityWrapper(key)

  def __getitem__(self, key):
    return self._storage[self._wrap_key(key)]

  def __setitem__(self, key, value):
    self._storage[self._wrap_key(key)] = value

  def __delitem__(self, key):
    del self._storage[self._wrap_key(key)]

  def __len__(self):
    return len(self._storage)

  def __iter__(self):
    for key in self._storage:
      yield key.unwrapped


class ObjectIdentityWeakKeyDictionary(ObjectIdentityDictionary):
  """Like weakref.WeakKeyDictionary, but compares objects with "is"."""

  def _wrap_key(self, key):
    return _WeakObjectIdentityWrapper(key)

  def __len__(self):
    # Iterate, discarding old weak refs
    return len(list(self._storage))

  def __iter__(self):
    keys = self._storage.keys()
    for key in keys:
      unwrapped = key.unwrapped
      if unwrapped is None:
        del self[key]
      else:
        yield unwrapped


class ObjectIdentitySet(collections.MutableSet):
  """Like the built-in set, but compares objects with "is"."""

  def __init__(self, *args):
    self._storage = set([self._wrap_key(obj) for obj in list(*args)])

  def _wrap_key(self, key):
    return _ObjectIdentityWrapper(key)

  def __contains__(self, key):
    return self._wrap_key(key) in self._storage

  def discard(self, key):
    self._storage.discard(self._wrap_key(key))

  def add(self, key):
    self._storage.add(self._wrap_key(key))

  def __len__(self):
    return len(self._storage)

  def __iter__(self):
    keys = list(self._storage)
    for key in keys:
      yield key.unwrapped


class ObjectIdentityWeakSet(ObjectIdentitySet):
  """Like weakref.WeakSet, but compares objects with "is"."""

  def _wrap_key(self, key):
    return _WeakObjectIdentityWrapper(key)

  def __len__(self):
    # Iterate, discarding old weak refs
    return len([_ for _ in self])

  def __iter__(self):
    keys = list(self._storage)
    for key in keys:
      unwrapped = key.unwrapped
      if unwrapped is None:
        self.discard(key)
      else:
        yield unwrapped