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/*
* SPDX-FileCopyrightText: Copyright 2021-2022 Arm Limited and/or its affiliates <open-source-office@arm.com>
* 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<float>& fftVec,
std::vector<std::vector<float>>& melFilterBank,
std::vector<uint32_t>& filterBankFilterFirst,
std::vector<uint32_t>& filterBankFilterLast,
std::vector<float>& 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<float>& 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 */
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