benchmark_tflite_model.h | Explore in Territory

/* 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.
==============================================================================*/

#ifndef TENSORFLOW_LITE_TOOLS_BENCHMARK_BENCHMARK_TFLITE_MODEL_H_
#define TENSORFLOW_LITE_TOOLS_BENCHMARK_BENCHMARK_TFLITE_MODEL_H_

#include <algorithm>
#include <map>
#include <memory>
#include <random>
#include <string>
#include <utility>
#include <vector>

#include "tensorflow/lite/core/model.h"
#include "tensorflow/lite/core/subgraph.h"
#include "tensorflow/lite/profiling/profiler.h"
#include "tensorflow/lite/signature_runner.h"
#include "tensorflow/lite/tools/benchmark/benchmark_model.h"
#include "tensorflow/lite/tools/model_loader.h"
#include "tensorflow/lite/tools/utils.h"

namespace tflite {
namespace benchmark {

// Splits the input_layer_name and input_layer_value_files and stores them in
// the name_file_pair. In the case of failures, return an error status, and the
// the state of name_file_pair is unchanged.
//
// BenchmarkTfLiteModel takes --input_layer_value_files flag, which is a comma-
// separated list of input_layer_name:input_value_file_path pairs,
// e.g. input1:/tmp/path.
//
// As TensorFlow allows ':' in the tensor names (e.g. input:0 to denote the
// output index), having ':' as the delimiter can break the benchmark code
// unexpectedly. To avoid this issue, we allow escaping ':' char with '::' for
// this particular flag only. This function handles splitting the name and file
// path that contains escaped colon.
//
// For example, "input::0:/tmp/path" will be divided into input:0 and /tmp/path.
TfLiteStatus SplitInputLayerNameAndValueFile(
    const std::string& name_and_value_file,
    std::pair<std::string, std::string>& name_file_pair);

// Provides a simplified interface to work with the interpreter and signature
// runner, automatically selecting the appropriate one based on whether a
// signature is specified.
class BenchmarkInterpreterRunner { … };

// Benchmarks a TFLite model by running tflite interpreter.
class BenchmarkTfLiteModel : public BenchmarkModel { … };

}  // namespace benchmark
}  // namespace tflite

#endif  // TENSORFLOW_LITE_TOOLS_BENCHMARK_BENCHMARK_TFLITE_MODEL_H_
chromium/third_party/tflite/src/tensorflow/lite/tools/benchmark/benchmark_tflite_model.h
