1 /* Copyright 2019 The TensorFlow Authors. All Rights Reserved. 2 3 Licensed under the Apache License, Version 2.0 (the "License"); 4 you may not use this file except in compliance with the License. 5 You may obtain a copy of the License at 6 7 http://www.apache.org/licenses/LICENSE-2.0 8 9 Unless required by applicable law or agreed to in writing, software 10 distributed under the License is distributed on an "AS IS" BASIS, 11 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 12 See the License for the specific language governing permissions and 13 limitations under the License. 14 ==============================================================================*/ 15 #ifndef TENSORFLOW_LITE_TESTING_KERNEL_TEST_INPUT_GENERATOR_H_ 16 #define TENSORFLOW_LITE_TESTING_KERNEL_TEST_INPUT_GENERATOR_H_ 17 18 #include <memory> 19 #include <string> 20 #include <utility> 21 #include <vector> 22 23 #include "tensorflow/lite/c/c_api_types.h" 24 #include "tensorflow/lite/c/common.h" 25 #include "tensorflow/lite/interpreter.h" 26 #include "tensorflow/lite/model.h" 27 #include "tensorflow/lite/signature_runner.h" 28 #include "tensorflow/lite/string_type.h" 29 30 namespace tflite { 31 namespace testing { 32 33 // Generate random input, or read input from a file for kernel diff test. 34 // Needs to load the tflite graph to get information like tensor shape and 35 // data type. 36 class InputGenerator { 37 public: 38 InputGenerator() = default; 39 TfLiteStatus LoadModel(const string& model_dir); 40 TfLiteStatus LoadModel(const string& model_dir, const string& signature); 41 TfLiteStatus ReadInputsFromFile(const string& filename); 42 TfLiteStatus GenerateInput(const string& distribution); GetInputs()43 std::vector<std::pair<string, string>> GetInputs() { return inputs_; } 44 TfLiteStatus WriteInputsToFile(const string& filename); 45 46 private: 47 std::unique_ptr<FlatBufferModel> model_; 48 std::unique_ptr<Interpreter> interpreter_; 49 // Not owned. 50 SignatureRunner* signature_runner_ = nullptr; 51 // Mapping from input names to csv string values. 52 std::vector<std::pair<string, string>> inputs_; 53 }; 54 55 } // namespace testing 56 } // namespace tflite 57 58 #endif // TENSORFLOW_LITE_TESTING_KERNEL_TEST_INPUT_GENERATOR_H_ 59