/* * SPDX-FileCopyrightText: Copyright 2021-2022 Arm Limited and/or its affiliates * SPDX-License-Identifier: Apache-2.0 * * 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 CLASSIFIER_HPP #define CLASSIFIER_HPP #include "ClassificationResult.hpp" #include "TensorFlowLiteMicro.hpp" #include namespace arm { namespace app { /** * @brief Classifier - a helper class to get certain number of top * results from the output vector from a classification NN. **/ class Classifier{ public: /** @brief Constructor. */ Classifier() = default; virtual ~Classifier() = default; /** * @brief Gets the top N classification results from the * output vector. * @param[in] outputTensor Inference output tensor from an NN model. * @param[out] vecResults A vector of classification results. * populated by this function. * @param[in] labels Labels vector to match classified classes. * @param[in] topNCount Number of top classifications to pick. * @param[in] useSoftmax Whether Softmax normalisation should be applied to output. * @return true if successful, false otherwise. **/ virtual bool GetClassificationResults( TfLiteTensor* outputTensor, std::vector& vecResults, const std::vector & labels, uint32_t topNCount, bool use_softmax); /** * @brief Populate the elements of the Classification Result object. * @param[in] topNSet Ordered set of top 5 output class scores and labels. * @param[out] vecResults A vector of classification results. * populated by this function. * @param[in] labels Labels vector to match classified classes. **/ void SetVectorResults( std::set>& topNSet, std::vector& vecResults, const std::vector & labels); protected: /** * @brief Utility function that gets the top N classification results from the * output vector. * @param[in] tensor Inference output tensor from an NN model. * @param[out] vecResults A vector of classification results * populated by this function. * @param[in] topNCount Number of top classifications to pick. * @param[in] labels Labels vector to match classified classes. * @return true if successful, false otherwise. **/ bool GetTopNResults(const std::vector& tensor, std::vector& vecResults, uint32_t topNCount, const std::vector & labels); }; } /* namespace app */ } /* namespace arm */ #endif /* CLASSIFIER_HPP */