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_PYTHON_OPTIMIZE_CALIBRATION_WRAPPER_H_ 16 #define TENSORFLOW_LITE_PYTHON_OPTIMIZE_CALIBRATION_WRAPPER_H_ 17 18 #include <memory> 19 #include <string> 20 #include <vector> 21 22 // Place `<locale>` before <Python.h> to avoid build failures in macOS. 23 #include <locale> 24 25 // The empty line above is on purpose as otherwise clang-format will 26 // automatically move <Python.h> before <locale>. 27 #include <Python.h> 28 29 // We forward declare TFLite classes here to avoid exposing them to SWIG. 30 namespace tflite { 31 namespace ops { 32 namespace builtin { 33 class BuiltinOpResolver; 34 } // namespace builtin 35 } // namespace ops 36 37 class FlatBufferModel; 38 class Interpreter; 39 40 namespace interpreter_wrapper { 41 class PythonErrorReporter; 42 } // namespace interpreter_wrapper 43 44 namespace optimize { 45 namespace calibration { 46 class CalibrationReader; 47 } // namespace calibration 48 } // namespace optimize 49 50 namespace calibration_wrapper { 51 52 class CalibrationWrapper { 53 public: 54 // SWIG caller takes ownership of pointer. 55 static CalibrationWrapper* CreateWrapperCPPFromBuffer(PyObject* data); 56 ~CalibrationWrapper(); 57 58 PyObject* Prepare(); 59 60 PyObject* FeedTensor(PyObject* input_value); 61 62 PyObject* QuantizeModel(); 63 64 private: 65 // CalibrationWrapper is not copyable or assignable. We avoid the use of 66 // CalibrationWrapper() = delete here for SWIG compatibility. 67 CalibrationWrapper( 68 std::unique_ptr<tflite::Interpreter> interpreter, 69 std::unique_ptr<tflite::ops::builtin::BuiltinOpResolver> resolver, 70 std::unique_ptr<tflite::interpreter_wrapper::PythonErrorReporter> 71 error_reporter, 72 std::unique_ptr<tflite::FlatBufferModel> model, 73 std::unique_ptr<tflite::optimize::calibration::CalibrationReader> reader); 74 75 CalibrationWrapper(const CalibrationWrapper& rhs); 76 77 PyObject* SetTensor(int index, PyObject* value); 78 79 std::unique_ptr<tflite::Interpreter> interpreter_; 80 std::unique_ptr<tflite::interpreter_wrapper::PythonErrorReporter> 81 error_reporter_; 82 std::unique_ptr<tflite::ops::builtin::BuiltinOpResolver> resolver_; 83 std::unique_ptr<tflite::FlatBufferModel> model_; 84 std::unique_ptr<tflite::optimize::calibration::CalibrationReader> reader_; 85 }; 86 87 } // namespace calibration_wrapper 88 } // namespace tflite 89 90 #endif // TENSORFLOW_LITE_PYTHON_OPTIMIZE_CALIBRATION_WRAPPER_H_ 91