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log_mel_spectrogram_extractor_impl.h
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log_mel_spectrogram_extractor_impl.h
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/*
* Copyright 2021 Google LLC
*
* 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 LYRA_CODEC_LOG_MEL_SPECTROGRAM_EXTRACTOR_IMPL_H_
#define LYRA_CODEC_LOG_MEL_SPECTROGRAM_EXTRACTOR_IMPL_H_
#include <cstdint>
#include <memory>
#include <vector>
#include "audio/dsp/mfcc/mel_filterbank.h"
#include "audio/dsp/spectrogram/spectrogram.h"
#include "absl/types/optional.h"
#include "absl/types/span.h"
#include "feature_extractor_interface.h"
namespace chromemedia {
namespace codec {
// This class extracts mel spectrogram features from a frame of audio.
class LogMelSpectrogramExtractorImpl : public FeatureExtractorInterface {
public:
// Returns a nullptr if creation fails.
static std::unique_ptr<LogMelSpectrogramExtractorImpl> Create(
int sample_rate_hz, int num_mel_bins, int hop_length_samples,
int window_length_samples);
~LogMelSpectrogramExtractorImpl() override {}
// Extracts the mel features from the audio. On failure returns a nullopt.
// The size of audio must match the value of hop_length_samples_.
// This assumes that audio frames are passed in order.
absl::optional<std::vector<float>> Extract(
const absl::Span<const int16_t> audio) override;
// Returns the lower frequency limit used to initialize the MelFilterbank
// class.
static double GetLowerFreqLimit();
// Returns the upper frequency limit used to initialize the MelFilterbank
// class.
static double GetUpperFreqLimit(int sample_rate_hz);
// Returns the normalization factor used to normalize the log of the mel
// features.
static float GetNormalizationFactor();
// Returns minimum value, that represents silence.
static float GetSilenceValue();
private:
LogMelSpectrogramExtractorImpl() = delete;
LogMelSpectrogramExtractorImpl(
std::unique_ptr<audio_dsp::Spectrogram> spectrogram,
std::unique_ptr<audio_dsp::MelFilterbank> mel_filterbank,
int hop_length_samples);
const std::unique_ptr<audio_dsp::Spectrogram> spectrogram_;
const std::unique_ptr<const audio_dsp::MelFilterbank> mel_filterbank_;
const int hop_length_samples_;
std::vector<double> samples_;
};
} // namespace codec
} // namespace chromemedia
#endif // LYRA_CODEC_LOG_MEL_SPECTROGRAM_EXTRACTOR_IMPL_H_