# Copyright 2015 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. # ============================================================================== """Provides a method for reading events from an event file via an iterator.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function from tensorflow.core.util import event_pb2 from tensorflow.python.lib.io import tf_record from tensorflow.python.util.tf_export import tf_export @tf_export('train.summary_iterator') def summary_iterator(path): # pylint: disable=line-too-long """An iterator for reading `Event` protocol buffers from an event file. You can use this function to read events written to an event file. It returns a Python iterator that yields `Event` protocol buffers. Example: Print the contents of an events file. ```python for e in tf.train.summary_iterator(path to events file): print(e) ``` Example: Print selected summary values. ```python # This example supposes that the events file contains summaries with a # summary value tag 'loss'. These could have been added by calling # `add_summary()`, passing the output of a scalar summary op created with # with: `tf.summary.scalar('loss', loss_tensor)`. for e in tf.train.summary_iterator(path to events file): for v in e.summary.value: if v.tag == 'loss': print(v.simple_value) ``` See the protocol buffer definitions of [Event](https://www.tensorflow.org/code/tensorflow/core/util/event.proto) and [Summary](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto) for more information about their attributes. Args: path: The path to an event file created by a `SummaryWriter`. Yields: `Event` protocol buffers. """ # pylint: enable=line-too-long for r in tf_record.tf_record_iterator(path): yield event_pb2.Event.FromString(r)