/* * 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 ADMELSPECTROGRAM_HPP #define ADMELSPECTROGRAM_HPP #include "MelSpectrogram.hpp" namespace arm { namespace app { namespace audio { /* Class to provide anomaly detection specific Mel Spectrogram calculation requirements */ class AdMelSpectrogram : public MelSpectrogram { public: static constexpr uint32_t ms_defaultSamplingFreq = 16000; static constexpr uint32_t ms_defaultNumFbankBins = 64; static constexpr uint32_t ms_defaultMelLoFreq = 0; static constexpr uint32_t ms_defaultMelHiFreq = 8000; static constexpr bool ms_defaultUseHtkMethod = false; explicit AdMelSpectrogram(const size_t frameLen) : MelSpectrogram(MelSpecParams( ms_defaultSamplingFreq, ms_defaultNumFbankBins, ms_defaultMelLoFreq, ms_defaultMelHiFreq, frameLen, ms_defaultUseHtkMethod)) {} AdMelSpectrogram() = delete; virtual ~AdMelSpectrogram() = default; protected: /** * @brief Overrides base class implementation of this function. * @param[in] fftVec Vector populated with FFT magnitudes * @param[in] melFilterBank 2D Vector with filter bank weights * @param[in] filterBankFilterFirst Vector containing the first indices of filter bank * to be used for each bin. * @param[in] filterBankFilterLast Vector containing the last indices of filter bank * to be used for each bin. * @param[out] melEnergies Pre-allocated vector of MEL energies to be * populated. * @return true if successful, false otherwise */ virtual bool ApplyMelFilterBank( std::vector& fftVec, std::vector>& melFilterBank, std::vector& filterBankFilterFirst, std::vector& filterBankFilterLast, std::vector& melEnergies) override; /** * @brief Override for the base class implementation convert mel * energies to logarithmic scale. The difference from * default behaviour is that the power is converted to dB * and subsequently clamped. * @param[in,out] melEnergies - 1D vector of Mel energies **/ virtual void ConvertToLogarithmicScale(std::vector& melEnergies) override; /** * @brief Given the low and high Mel values, get the normaliser * for weights to be applied when populating the filter * bank. Override for the base class implementation. * @param[in] leftMel - low Mel frequency value * @param[in] rightMel - high Mel frequency value * @param[in] useHTKMethod - bool to signal if HTK method is to be * used for calculation * @return Return float value to be applied * when populating the filter bank. */ virtual float GetMelFilterBankNormaliser( const float& leftMel, const float& rightMel, const bool useHTKMethod) override; }; } /* namespace audio */ } /* namespace app */ } /* namespace arm */ #endif /* ADMELSPECTROGRAM_HPP */