/* * 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 ASR_WAV2LETTER_POSTPROCESS_HPP #define ASR_WAV2LETTER_POSTPROCESS_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. * @param[in] blankTokenIdx Blank token index. **/ 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 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, const 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. */ static 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, const uint32_t strideSzBytes, const bool lastIteration); /** * @brief Erases sections from the data assuming col-wise * arrangement along the context axis. * @return true if successful, false otherwise. */ static bool EraseSectionsColWise(const uint8_t* ptrData, const uint32_t strideSzBytes, const bool lastIteration); }; } /* namespace asr */ } /* namespace audio */ } /* namespace app */ } /* namespace arm */ #endif /* ASR_WAV2LETTER_POSTPROCESS_HPP */