# Copyright 2018 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. # ============================================================================== """Utilities for reduce operations.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import enum from tensorflow.python.ops import variable_scope from tensorflow.python.util.tf_export import tf_export @tf_export("distribute.ReduceOp") class ReduceOp(enum.Enum): """Indicates how a set of values should be reduced. * `SUM`: Add all the values. * `MEAN`: Take the arithmetic mean ("average") of the values. """ # TODO(priyag): Add the following types: # `MIN`: Return the minimum of all values. # `MAX`: Return the maximum of all values. SUM = "SUM" MEAN = "MEAN" @staticmethod def from_variable_aggregation(aggregation): mapping = { variable_scope.VariableAggregation.SUM: ReduceOp.SUM, variable_scope.VariableAggregation.MEAN: ReduceOp.MEAN, } reduce_op = mapping.get(aggregation) if not reduce_op: raise ValueError("Could not convert from `tf.VariableAggregation` %s to" "`tf.distribute.ReduceOp` type" % aggregation) return reduce_op