1 /* Copyright 2020 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 16 #ifndef TENSORFLOW_LITE_SUPPORT_CC_TASK_CORE_TASK_API_FACTORY_H_ 17 #define TENSORFLOW_LITE_SUPPORT_CC_TASK_CORE_TASK_API_FACTORY_H_ 18 19 #include <memory> 20 21 #include "absl/status/status.h" 22 #include "tensorflow/lite/core/api/op_resolver.h" 23 #include "tensorflow/lite/kernels/op_macros.h" 24 #include "tensorflow_lite_support/cc/port/status_macros.h" 25 #include "tensorflow_lite_support/cc/port/statusor.h" 26 #include "tensorflow_lite_support/cc/task/core/base_task_api.h" 27 #include "tensorflow_lite_support/cc/task/core/proto/external_file_proto_inc.h" 28 #include "tensorflow_lite_support/cc/task/core/tflite_engine.h" 29 30 namespace tflite { 31 namespace task { 32 namespace core { 33 template <typename T> 34 using EnableIfBaseUntypedTaskApiSubclass = typename std::enable_if< 35 std::is_base_of<BaseUntypedTaskApi, T>::value>::type*; 36 37 // Template creator for all subclasses of BaseTaskApi 38 class TaskAPIFactory { 39 public: 40 TaskAPIFactory() = delete; 41 42 template <typename T, EnableIfBaseUntypedTaskApiSubclass<T> = nullptr> 43 static tflite::support::StatusOr<std::unique_ptr<T>> CreateFromBuffer( 44 const char* buffer_data, size_t buffer_size, 45 std::unique_ptr<tflite::OpResolver> resolver = 46 absl::make_unique<tflite::ops::builtin::BuiltinOpResolver>(), 47 int num_threads = 1) { 48 auto engine = absl::make_unique<TfLiteEngine>(std::move(resolver)); 49 RETURN_IF_ERROR(engine->BuildModelFromFlatBuffer(buffer_data, buffer_size)); 50 return CreateFromTfLiteEngine<T>(std::move(engine), num_threads); 51 } 52 53 template <typename T, EnableIfBaseUntypedTaskApiSubclass<T> = nullptr> 54 static tflite::support::StatusOr<std::unique_ptr<T>> CreateFromFile( 55 const string& file_name, 56 std::unique_ptr<tflite::OpResolver> resolver = 57 absl::make_unique<tflite::ops::builtin::BuiltinOpResolver>(), 58 int num_threads = 1) { 59 auto engine = absl::make_unique<TfLiteEngine>(std::move(resolver)); 60 RETURN_IF_ERROR(engine->BuildModelFromFile(file_name)); 61 return CreateFromTfLiteEngine<T>(std::move(engine), num_threads); 62 } 63 64 template <typename T, EnableIfBaseUntypedTaskApiSubclass<T> = nullptr> 65 static tflite::support::StatusOr<std::unique_ptr<T>> CreateFromFileDescriptor( 66 int file_descriptor, 67 std::unique_ptr<tflite::OpResolver> resolver = 68 absl::make_unique<tflite::ops::builtin::BuiltinOpResolver>(), 69 int num_threads = 1) { 70 auto engine = absl::make_unique<TfLiteEngine>(std::move(resolver)); 71 RETURN_IF_ERROR(engine->BuildModelFromFileDescriptor(file_descriptor)); 72 return CreateFromTfLiteEngine<T>(std::move(engine), num_threads); 73 } 74 75 template <typename T, EnableIfBaseUntypedTaskApiSubclass<T> = nullptr> 76 static tflite::support::StatusOr<std::unique_ptr<T>> 77 CreateFromExternalFileProto( 78 const ExternalFile* external_file, 79 std::unique_ptr<tflite::OpResolver> resolver = 80 absl::make_unique<tflite::ops::builtin::BuiltinOpResolver>(), 81 int num_threads = 1) { 82 auto engine = absl::make_unique<TfLiteEngine>(std::move(resolver)); 83 RETURN_IF_ERROR(engine->BuildModelFromExternalFileProto(external_file)); 84 return CreateFromTfLiteEngine<T>(std::move(engine), num_threads); 85 } 86 87 private: 88 template <typename T, EnableIfBaseUntypedTaskApiSubclass<T> = nullptr> CreateFromTfLiteEngine(std::unique_ptr<TfLiteEngine> engine,int num_threads)89 static tflite::support::StatusOr<std::unique_ptr<T>> CreateFromTfLiteEngine( 90 std::unique_ptr<TfLiteEngine> engine, int num_threads) { 91 RETURN_IF_ERROR(engine->InitInterpreter(num_threads)); 92 return absl::make_unique<T>(std::move(engine)); 93 } 94 }; 95 96 } // namespace core 97 } // namespace task 98 } // namespace tflite 99 100 #endif // TENSORFLOW_LITE_SUPPORT_CC_TASK_CORE_TASK_API_FACTORY_H_ 101