From 3c79893217bc632c9b0efa815091bef3c779490c Mon Sep 17 00:00:00 2001 From: alexander Date: Fri, 26 Mar 2021 21:42:19 +0000 Subject: Opensource ML embedded evaluation kit Change-Id: I12e807f19f5cacad7cef82572b6dd48252fd61fd --- source/application/main/include/Classifier.hpp | 74 ++++++++++++++++++++++++++ 1 file changed, 74 insertions(+) create mode 100644 source/application/main/include/Classifier.hpp (limited to 'source/application/main/include/Classifier.hpp') diff --git a/source/application/main/include/Classifier.hpp b/source/application/main/include/Classifier.hpp new file mode 100644 index 0000000..510e6f9 --- /dev/null +++ b/source/application/main/include/Classifier.hpp @@ -0,0 +1,74 @@ +/* + * Copyright (c) 2021 Arm Limited. All rights reserved. + * 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; + + /** + * @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. Default is 1. + * @return true if successful, false otherwise. + **/ + virtual bool GetClassificationResults( + TfLiteTensor* outputTensor, + std::vector& vecResults, + const std::vector & labels, uint32_t topNCount); + + private: + /** + * @brief Utility function that gets the top N classification results from the + * output vector. + * @tparam T value type + * @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. + **/ + template + bool _GetTopNResults(TfLiteTensor* tensor, + std::vector& vecResults, + uint32_t topNCount, + const std::vector & labels); + }; + +} /* namespace app */ +} /* namespace arm */ + +#endif /* CLASSIFIER_HPP */ -- cgit v1.2.1