chromium/third_party/mediapipe/src/mediapipe/calculators/tensorflow/tensorflow_session_from_saved_model_calculator.proto

// Copyright 2019 The MediaPipe Authors.
//
// 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.

syntax = "proto2";

package mediapipe;

import "mediapipe/framework/calculator.proto";
import "tensorflow/core/protobuf/config.proto";

message TensorFlowSessionFromSavedModelCalculatorOptions {
  extend mediapipe.CalculatorOptions {
    optional TensorFlowSessionFromSavedModelCalculatorOptions ext = 244429915;
  }
  // TODO: SessionBundles provided global step versioning of models
  // that let you load the latest model. If there's a similar solution for
  // SavedModels, include a flag to load the most recent model.

  // Path to a directory containing a trained TensorFlow model as prepared
  // by SavedModel.
  optional string saved_model_path = 1;
  // The name of the generic signature to load into the mapping from tags to
  // tensor names.
  optional string signature_name = 2 [default = "serving_default"];
  // Whether to convert the signature keys to uppercase as well as switch
  // /, -, .and :'s to _'s, which enables common signatures to be used as Tags.
  optional bool convert_signature_to_tags = 3 [default = true];
  // If true, saved_model_path can have multiple exported models in
  // subdirectories saved_model_path/%08d and the alphabetically last (i.e.,
  // latest checkpoint) model is loaded. Note that saved models are not exported
  // in numbered directories by default. If you want to use this feature, you
  // need to arrange your directories by global_step or some other order when
  // you save your models.
  optional bool load_latest_model = 4;
  // [DEPRECATED] If true, this calculator will try to initialize local Tensor
  // Processing Unit (TPU) hardware so that the Tensorflow session loaded from
  // this saved model may benefit from TPU speedups. If you want to use this
  // feature, you need to make sure that the calculator runs on a machine that
  // has TPU hardware installed. The saved model should have correct device
  // placements in the graph (have the ops already placed on TPU), typically if
  // the saved model was exported through TPUEstimator then device placement is
  // automatically taken care of.
  optional bool use_tpu = 5 [deprecated = true];
  // User specified tags in a saved model.
  // If no tag is specified, then use "serve" as the default. Note that in order
  // to use TPU accelerator hardware, the tag "tpu" needs to be specified.
  repeated string saved_model_tag = 6;

  // Tensorflow session config options.
  optional tensorflow.ConfigProto session_config = 7;
}