/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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. */ /*! * \brief Tflite runtime that can run tflite model * containing only tvm PackedFunc. * \file tflite_runtime.h */ #ifndef TVM_RUNTIME_CONTRIB_TFLITE_TFLITE_RUNTIME_H_ #define TVM_RUNTIME_CONTRIB_TFLITE_TFLITE_RUNTIME_H_ #include #include #include #include #include #include #include namespace tvm { namespace runtime { #define CHECK_TFLITE_STATUS(ret) ICHECK_EQ(ret, kTfLiteOk) /*! * \brief Tflite runtime. * * This runtime can be accessed in various language via * TVM runtime PackedFunc API. */ class TFLiteRuntime : public ModuleNode { public: /*! * \brief Get member function to front-end. * \param name The name of the function. * \param sptr_to_self The pointer to the module node. * \return The corresponding member function. */ virtual PackedFunc GetFunction(const std::string& name, const ObjectPtr& sptr_to_self); /*! * \return The type key of the executor. */ const char* type_key() const { return "TFLiteRuntime"; } /*! * \brief Invoke the internal tflite interpreter and run the whole model in * dependency order. */ void Invoke(); /*! * \brief Initialize the tflite runtime with tflite model and device. * \param tflite_model_bytes The tflite model. * \param dev The device where the tflite model will be executed on. */ void Init(const std::string& tflite_model_bytes, Device dev); /*! * \brief set index-th input to the model. * \param index The input index. * \param data_in The input data. */ void SetInput(int index, DLTensor* data_in); /*! * \brief Return NDArray for given input index. * \param index The input index. * * \return NDArray corresponding to given input node index. */ NDArray GetInput(int index) const; /*! * \brief Return NDArray for given output index. * \param index The output index. * * \return NDArray corresponding to given output node index. */ NDArray GetOutput(int index) const; /*! * \brief Set the number of threads available to the interpreter. * \param num_threads The number of threads to be set. */ void SetNumThreads(int num_threads); // Buffer backing the interpreter's model std::unique_ptr flatBuffersBuffer_; // TFLite interpreter std::unique_ptr interpreter_; // TVM device Device device_; }; } // namespace runtime } // namespace tvm #endif // TVM_RUNTIME_CONTRIB_TFLITE_TFLITE_RUNTIME_H_