text: # Copyright 2016 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.
  # ==============================================================================
  """Linear algebra libraries for TensorFlow.
  
  ## `LinearOperator`
  
  Subclasses of `LinearOperator` provide a access to common methods on a
  (batch) matrix, without the need to materialize the matrix.  This allows:
  
  * Matrix free computations
  * Different operators to take advantage of special strcture, while providing a
    consistent API to users.
  
  ### Base class
  
  @@LinearOperator
  
  ### Individual operators
  
  @@LinearOperatorDiag
  @@LinearOperatorIdentity
  @@LinearOperatorScaledIdentity
  @@LinearOperatorMatrix
  @@LinearOperatorTriL
  @@LinearOperatorUDVHUpdate
  
  ### Transformations and Combinations of operators
  
  @@LinearOperatorComposition
  
  """
  from __future__ import absolute_import
  from __future__ import division
  from __future__ import print_function
  
  # pylint: disable=unused-import,wildcard-import,line-too-long,g-importing-member
  
  from tensorflow.contrib.linalg.python.ops.linear_operator import *
  from tensorflow.contrib.linalg.python.ops.linear_operator_composition import *
  from tensorflow.contrib.linalg.python.ops.linear_operator_diag import *
  from tensorflow.contrib.linalg.python.ops.linear_operator_identity import *
  from tensorflow.contrib.linalg.python.ops.linear_operator_matrix import *
  from tensorflow.contrib.linalg.python.ops.linear_operator_tril import *
  from tensorflow.contrib.linalg.python.ops.linear_operator_udvh_update import *
  
  # pylint: enable=unused-import,wildcard-import,line-too-long,g-importing-member
  
  from tensorflow.python.util.all_util import remove_undocumented
  remove_undocumented(__name__)
  