# Copyright 2019 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. # ============================================================================== """Constants used in the HParams plugin.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function from tensorboard.compat.proto import summary_pb2 from tensorboard.compat.proto import types_pb2 from tensorboard.plugins.hparams import error from tensorboard.plugins.hparams import plugin_data_pb2 from tensorboard.util import tensor_util PLUGIN_NAME = "hparams" PLUGIN_DATA_VERSION = 0 # Tensor value for use in summaries that really only need to store # metadata. A length-0 float vector is of minimal serialized length # (6 bytes) among valid tensors. Cache this: computing it takes on the # order of tens of microseconds. NULL_TENSOR = tensor_util.make_tensor_proto( [], dtype=types_pb2.DT_FLOAT, shape=(0,) ) EXPERIMENT_TAG = "_hparams_/experiment" SESSION_START_INFO_TAG = "_hparams_/session_start_info" SESSION_END_INFO_TAG = "_hparams_/session_end_info" def create_summary_metadata(hparams_plugin_data_pb): """Returns a summary metadata for the HParams plugin. Returns a summary_pb2.SummaryMetadata holding a copy of the given HParamsPluginData message in its plugin_data.content field. Sets the version field of the hparams_plugin_data_pb copy to PLUGIN_DATA_VERSION. Args: hparams_plugin_data_pb: the HParamsPluginData protobuffer to use. """ if not isinstance( hparams_plugin_data_pb, plugin_data_pb2.HParamsPluginData ): raise TypeError( "Needed an instance of plugin_data_pb2.HParamsPluginData." " Got: %s" % type(hparams_plugin_data_pb) ) content = plugin_data_pb2.HParamsPluginData() content.CopyFrom(hparams_plugin_data_pb) content.version = PLUGIN_DATA_VERSION return summary_pb2.SummaryMetadata( plugin_data=summary_pb2.SummaryMetadata.PluginData( plugin_name=PLUGIN_NAME, content=content.SerializeToString() ) ) def parse_experiment_plugin_data(content): """Returns the experiment from HParam's SummaryMetadata.plugin_data.content. Raises HParamsError if the content doesn't have 'experiment' set or this file is incompatible with the version of the metadata stored. Args: content: The SummaryMetadata.plugin_data.content to use. """ return _parse_plugin_data_as(content, "experiment") def parse_session_start_info_plugin_data(content): """Returns session_start_info from the plugin_data.content. Raises HParamsError if the content doesn't have 'session_start_info' set or this file is incompatible with the version of the metadata stored. Args: content: The SummaryMetadata.plugin_data.content to use. """ return _parse_plugin_data_as(content, "session_start_info") def parse_session_end_info_plugin_data(content): """Returns session_end_info from the plugin_data.content. Raises HParamsError if the content doesn't have 'session_end_info' set or this file is incompatible with the version of the metadata stored. Args: content: The SummaryMetadata.plugin_data.content to use. """ return _parse_plugin_data_as(content, "session_end_info") def _parse_plugin_data_as(content, data_oneof_field): """Returns a data oneof's field from plugin_data.content. Raises HParamsError if the content doesn't have 'data_oneof_field' set or this file is incompatible with the version of the metadata stored. Args: content: The SummaryMetadata.plugin_data.content to use. data_oneof_field: string. The name of the data oneof field to return. """ plugin_data = plugin_data_pb2.HParamsPluginData.FromString(content) if plugin_data.version != PLUGIN_DATA_VERSION: raise error.HParamsError( "Only supports plugin_data version: %s; found: %s in: %s" % (PLUGIN_DATA_VERSION, plugin_data.version, plugin_data) ) if not plugin_data.HasField(data_oneof_field): raise error.HParamsError( "Expected plugin_data.%s to be set. Got: %s" % (data_oneof_field, plugin_data) ) return getattr(plugin_data, data_oneof_field)