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 --- .../kws_asr/include/Wav2LetterPostprocess.hpp | 101 +++++++++++++++++++++ 1 file changed, 101 insertions(+) create mode 100644 source/use_case/kws_asr/include/Wav2LetterPostprocess.hpp (limited to 'source/use_case/kws_asr/include/Wav2LetterPostprocess.hpp') diff --git a/source/use_case/kws_asr/include/Wav2LetterPostprocess.hpp b/source/use_case/kws_asr/include/Wav2LetterPostprocess.hpp new file mode 100644 index 0000000..3a9d401 --- /dev/null +++ b/source/use_case/kws_asr/include/Wav2LetterPostprocess.hpp @@ -0,0 +1,101 @@ +/* + * 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 KWS_ASR_WAV2LET_POSTPROC_HPP +#define KWS_ASR_WAV2LET_POSTPROC_HPP + +#include "TensorFlowLiteMicro.hpp" /* TensorFlow headers */ +#include "hal.h" /* stdout facility */ + +namespace arm { +namespace app { +namespace audio { +namespace asr { + + /** + * @brief Helper class to manage tensor post-processing for "wav2letter" + * output. + */ + class Postprocess { + public: + /** + * @brief Constructor + * @param[in] contextLen Left and right context length for + * output tensor. + * @param[in] innerLen This is the length of the section + * between left and right context. + **/ + Postprocess(uint32_t contextLen, + uint32_t innerLen, + uint32_t blankTokenIdx); + + Postprocess() = delete; + ~Postprocess() = default; + + /** + * @brief Erases the required part of the tensor based + * on context lengths set up during initialisation + * @param[in] tensor Pointer to the tensor + * @param[in] axisIdx Index of the axis on which erase is + * performed. + * @param[in] lastIteration Flag to signal is this is the + * last iteration in which case + * the right context is preserved. + * @return true if successful, false otherwise. + */ + bool Invoke(TfLiteTensor* tensor, + uint32_t axisIdx, + bool lastIteration = false); + + private: + uint32_t _m_contextLen; /* Lengths of left and right contexts. */ + uint32_t _m_innerLen; /* Length of inner context. */ + uint32_t _m_totalLen; /* Total length of the required axis. */ + uint32_t _m_countIterations; /* Current number of iterations. */ + uint32_t _m_blankTokenIdx; /* Index of the labels blank token. */ + /** + * @brief Checks if the tensor and axis index are valid + * inputs to the object - based on how it has been + * initialised. + * @return true if valid, false otherwise. + */ + bool _IsInputValid(TfLiteTensor* tensor, + uint32_t axisIdx) const; + + /** + * @brief Gets the tensor data element size in bytes based + * on the tensor type. + * @return Size in bytes, 0 if not supported. + */ + uint32_t _GetTensorElementSize(TfLiteTensor* tensor); + + /** + * @brief Erases sections from the data assuming row-wise + * arrangement along the context axis. + * @return true if successful, false otherwise. + */ + bool _EraseSectionsRowWise(uint8_t* ptrData, + uint32_t strideSzBytes, + bool lastIteration); + + }; + +} /* namespace asr */ +} /* namespace audio */ +} /* namespace app */ +} /* namespace arm */ + +#endif /* KWS_ASR_WAV2LET_POSTPROC_HPP */ \ No newline at end of file -- cgit v1.2.1