# 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. #============================================================================== """Contains utility functions used by summary ops in distribution strategy.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function from tensorflow.python.distribute import distribution_strategy_context from tensorflow.python.framework import ops from tensorflow.python.framework import tensor_util def skip_summary(): """Determines if summary should be skipped. If using multiple replicas in distributed strategy, skip summaries on all replicas except the first one (replica_id=0). Returns: True if the summary is skipped; False otherwise. """ # TODO(priyag): Add a new optional argument that will provide multiple # alternatives to override default behavior. (e.g. run on last replica, # compute sum or mean across replicas). replica_context = distribution_strategy_context.get_replica_context() if not replica_context: return False # TODO(b/118385803): when replica_id of _TPUReplicaContext is properly # initialized, remember to change here as well. replica_id = replica_context.replica_id_in_sync_group if isinstance(replica_id, ops.Tensor): replica_id = tensor_util.constant_value(replica_id) return replica_id and replica_id > 0