annotate src/feature_extractor.hpp @ 0:add35537fdbb tip

Initial import
author irh <ian.r.hobson@gmail.com>
date Thu, 25 Aug 2011 11:05:55 +0100
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ian@0 1 // Copyright 2011, Ian Hobson.
ian@0 2 //
ian@0 3 // This file is part of gpsynth.
ian@0 4 //
ian@0 5 // gpsynth is free software: you can redistribute it and/or modify
ian@0 6 // it under the terms of the GNU General Public License as published by
ian@0 7 // the Free Software Foundation, either version 3 of the License, or
ian@0 8 // (at your option) any later version.
ian@0 9 //
ian@0 10 // gpsynth is distributed in the hope that it will be useful,
ian@0 11 // but WITHOUT ANY WARRANTY; without even the implied warranty of
ian@0 12 // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
ian@0 13 // GNU General Public License for more details.
ian@0 14 //
ian@0 15 // You should have received a copy of the GNU General Public License
ian@0 16 // along with gpsynth in the file COPYING.
ian@0 17 // If not, see http://www.gnu.org/licenses/.
ian@0 18
ian@0 19 // FeatureExtractor - responsible for managing the retrieval of features from
ian@0 20 // audio data. Caches feature data to avoid recalculations when accessing
ian@0 21 // different features that have the same dependencies.
ian@0 22
ian@0 23 #pragma once
ian@0 24
ian@0 25 #include "mfcc_analyzer.hpp"
ian@0 26 #include "spectrum_analyzer.hpp"
ian@0 27
ian@0 28 #include <complex>
ian@0 29 #include <vector>
ian@0 30
ian@0 31 namespace dsp {
ian@0 32
ian@0 33 typedef double Value;
ian@0 34 typedef std::vector<Value> ValueList;
ian@0 35 typedef std::complex<Value> ComplexValue;
ian@0 36 typedef std::vector<ComplexValue> ComplexValueList;
ian@0 37
ian@0 38 class FeatureExtractor {
ian@0 39 std::string file_path_;
ian@0 40 ValueList window_;
ian@0 41 ValueList frame_;
ian@0 42 ValueList file_data_;
ian@0 43 ValueList bin_frequencies_;
ian@0 44 Value bin_size_;
ian@0 45 std::vector<ComplexValueList> spectrum_;
ian@0 46 std::vector<ValueList> magnitude_spectrum_;
ian@0 47 std::vector<ValueList> log_magnitude_spectrum_;
ian@0 48 std::vector<ValueList> mfccs_;
ian@0 49 std::vector<ValueList> delta_mfccs_;
ian@0 50 std::vector<ValueList> double_delta_mfccs_;
ian@0 51 std::vector<ValueList> spectral_flux_;
ian@0 52 ValueList pitch_;
ian@0 53 ValueList spectral_centroid_;
ian@0 54 ValueList spectral_spread_;
ian@0 55 ValueList energy_;
ian@0 56
ian@0 57 int frames_;
ian@0 58 int window_size_;
ian@0 59 int hop_size_;
ian@0 60 Value sample_rate_;
ian@0 61
ian@0 62 dsp::SpectrumAnalyzer spectrum_analyzer_;
ian@0 63 dsp::MFCCAnalyzer mfcc_analyzer_;
ian@0 64
ian@0 65 public:
ian@0 66 FeatureExtractor(const std::string& file_path = "",
ian@0 67 int frame_size = 2048,
ian@0 68 int hop_size = 512);
ian@0 69
ian@0 70 void LoadFile(const std::string& file_path);
ian@0 71 void ClearCaches();
ian@0 72
ian@0 73 int Frames() const { return frames_; }
ian@0 74
ian@0 75 int WindowSize() const { return window_size_; }
ian@0 76 int HopSize() const { return hop_size_; }
ian@0 77
ian@0 78 void SetWindowSize(int window_size);
ian@0 79 void SetHopSize(int hop_size);
ian@0 80
ian@0 81 Value Duration() const;
ian@0 82
ian@0 83 const std::vector<ComplexValueList>& Spectrum();
ian@0 84 const std::vector<ValueList>& MagnitudeSpectrum();
ian@0 85 const std::vector<ValueList>& LogMagnitudeSpectrum();
ian@0 86 const ValueList& Pitch();
ian@0 87 const ValueList& SpectralCentroid();
ian@0 88 const ValueList& SpectralSpread();
ian@0 89 const std::vector<ValueList>& SpectralFlux();
ian@0 90 const ValueList& Energy();
ian@0 91 const std::vector<ValueList>& MFCCs();
ian@0 92 const std::vector<ValueList>& DeltaMFCCs();
ian@0 93 const std::vector<ValueList>& DoubleDeltaMFCCs();
ian@0 94
ian@0 95 private:
ian@0 96 void GenerateWindow();
ian@0 97 };
ian@0 98
ian@0 99 } // dsp namespace