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//
// 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 THIRD_PARTY_ODML_LITERT_LM_RUNTIME_COMPONENTS_PREPROCESSOR_AUDIO_PREPROCESSOR_MINIAUDIO_H_
#define THIRD_PARTY_ODML_LITERT_LM_RUNTIME_COMPONENTS_PREPROCESSOR_AUDIO_PREPROCESSOR_MINIAUDIO_H_
#include <memory>
#include <utility>
#include <vector>
#include "absl/log/absl_check.h" // from @com_google_absl
#include "absl/status/status.h" // from @com_google_absl
#include "absl/status/statusor.h" // from @com_google_absl
#include "absl/strings/string_view.h" // from @com_google_absl
#include "absl/types/span.h" // from @com_google_absl
#include "runtime/components/preprocessor/audio_preprocessor.h"
#include "runtime/components/preprocessor/mel_filterbank.h"
#include "runtime/engine/io_types.h"
namespace litert::lm {
// Audio preprocessor implementation using MiniAudio library and kissfft
// library.
class AudioPreprocessorMiniAudio : public AudioPreprocessor {
public:
// Creates an AudioPreprocessorMiniAudio instance.
// Args:
// - config: The configuration of the audio preprocessor.
// Returns:
// A unique pointer to the AudioPreprocessorMiniAudio instance.
static absl::StatusOr<std::unique_ptr<AudioPreprocessorMiniAudio>> Create(
const AudioPreprocessorConfig& config);
// Decodes the raw audio bytes to PCM frames using MiniAudio library.
// Args:
// - audio_bytes: The raw audio bytes read from the audio file to decode.
// The supported audio format from MiniAudio library is WAV, FLAC and MP3.
// - num_channels: The number of channels in the audio to be decoded. Only
// mono audio (num_channels = 1) is supported for now.
// - sample_rate_hz: The sample rate of the audio to be resampled to.
// - pcm_frames: The decoded PCM frames.
static absl::Status DecodeAudio(absl::string_view audio_bytes,
int num_channels, int sample_rate_hz,
std::vector<float>& pcm_frames);
// Preprocesses the undecoded raw audio bytes and returns the preprocessed
// audio mel spectrograms.
// Args:
// - input_audio: The input audio to preprocess. The supported audio
// format from MiniAudio library is WAV, FLAC and MP3.
// If the input audio is already preprocessed, it will be returned
// directly.
// Returns:
// An InputAudio object containing the preprocessed audio mel spectrograms
// with shape (1, num_frames, num_mel_bins).
absl::StatusOr<InputAudio> Preprocess(const InputAudio& input_audio) override;
// Resets the preprocessor to its initial state.
void Reset() override {
input_queue_.clear();
if (config_.GetSemicausalPadding()) {
samples_to_next_step_ = config_.GetFrameLength() - config_.GetHopLength();
input_queue_.resize(config_.GetHopLength(), 0.0f);
} else {
samples_to_next_step_ = config_.GetFrameLength();
}
}
// Copy constructor for cloning the audio preprocessor.
AudioPreprocessorMiniAudio(const AudioPreprocessorMiniAudio& other)
: config_(other.config_),
mel_filterbank_(nullptr),
input_queue_(other.input_queue_),
samples_to_next_step_(other.samples_to_next_step_) {
mel_filterbank_ = std::make_unique<MelFilterbank>();
ABSL_CHECK_OK(mel_filterbank_->Initialize(
other.config_.GetFftBins(), other.config_.GetSampleRateHz(),
other.config_.GetNumMelBins(), other.config_.GetMelLowHz(),
other.config_.GetMelHighHz()));
}
// Copy assignment operator for cloning the audio preprocessor.
AudioPreprocessorMiniAudio& operator=(
const AudioPreprocessorMiniAudio& other) {
config_ = other.config_;
mel_filterbank_ = std::make_unique<MelFilterbank>();
ABSL_CHECK_OK(mel_filterbank_->Initialize(
other.config_.GetFftBins(), other.config_.GetSampleRateHz(),
other.config_.GetNumMelBins(), other.config_.GetMelLowHz(),
other.config_.GetMelHighHz()));
input_queue_ = other.input_queue_;
samples_to_next_step_ = other.samples_to_next_step_;
return *this;
}
private:
explicit AudioPreprocessorMiniAudio(
const AudioPreprocessorConfig& config,
std::unique_ptr<MelFilterbank> mel_filterbank)
: config_(config),
mel_filterbank_(std::move(mel_filterbank)),
input_queue_(std::vector<float>()) {
if (config.GetSemicausalPadding()) {
samples_to_next_step_ = config.GetFrameLength() - config.GetHopLength();
input_queue_.resize(config.GetHopLength(), 0.0f);
} else {
samples_to_next_step_ = config.GetFrameLength();
}
}
absl::Status PcmFramesToSpectrogram(absl::Span<const float> pcm_frames,
std::vector<float>& spectrograms);
absl::Status ToLogMelSpectrogram(const std::vector<float>& spectrograms,
std::vector<float>& log_mel_spectrograms);
bool GetNextWindowOfSamples(const std::vector<float>& pcm_frames,
int& input_start);
AudioPreprocessorConfig config_;
std::unique_ptr<MelFilterbank> mel_filterbank_;
std::vector<float> input_queue_;
int samples_to_next_step_;
};
} // namespace litert::lm
#endif // THIRD_PARTY_ODML_LITERT_LM_RUNTIME_COMPONENTS_PREPROCESSOR_AUDIO_PREPROCESSOR_MINIAUDIO_H_
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