Mercurial > hg > gpsynth
comparison src/feature_extractor.hpp @ 0:add35537fdbb tip
Initial import
author | irh <ian.r.hobson@gmail.com> |
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date | Thu, 25 Aug 2011 11:05:55 +0100 |
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-1:000000000000 | 0:add35537fdbb |
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1 // Copyright 2011, Ian Hobson. | |
2 // | |
3 // This file is part of gpsynth. | |
4 // | |
5 // gpsynth is free software: you can redistribute it and/or modify | |
6 // it under the terms of the GNU General Public License as published by | |
7 // the Free Software Foundation, either version 3 of the License, or | |
8 // (at your option) any later version. | |
9 // | |
10 // gpsynth is distributed in the hope that it will be useful, | |
11 // but WITHOUT ANY WARRANTY; without even the implied warranty of | |
12 // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
13 // GNU General Public License for more details. | |
14 // | |
15 // You should have received a copy of the GNU General Public License | |
16 // along with gpsynth in the file COPYING. | |
17 // If not, see http://www.gnu.org/licenses/. | |
18 | |
19 // FeatureExtractor - responsible for managing the retrieval of features from | |
20 // audio data. Caches feature data to avoid recalculations when accessing | |
21 // different features that have the same dependencies. | |
22 | |
23 #pragma once | |
24 | |
25 #include "mfcc_analyzer.hpp" | |
26 #include "spectrum_analyzer.hpp" | |
27 | |
28 #include <complex> | |
29 #include <vector> | |
30 | |
31 namespace dsp { | |
32 | |
33 typedef double Value; | |
34 typedef std::vector<Value> ValueList; | |
35 typedef std::complex<Value> ComplexValue; | |
36 typedef std::vector<ComplexValue> ComplexValueList; | |
37 | |
38 class FeatureExtractor { | |
39 std::string file_path_; | |
40 ValueList window_; | |
41 ValueList frame_; | |
42 ValueList file_data_; | |
43 ValueList bin_frequencies_; | |
44 Value bin_size_; | |
45 std::vector<ComplexValueList> spectrum_; | |
46 std::vector<ValueList> magnitude_spectrum_; | |
47 std::vector<ValueList> log_magnitude_spectrum_; | |
48 std::vector<ValueList> mfccs_; | |
49 std::vector<ValueList> delta_mfccs_; | |
50 std::vector<ValueList> double_delta_mfccs_; | |
51 std::vector<ValueList> spectral_flux_; | |
52 ValueList pitch_; | |
53 ValueList spectral_centroid_; | |
54 ValueList spectral_spread_; | |
55 ValueList energy_; | |
56 | |
57 int frames_; | |
58 int window_size_; | |
59 int hop_size_; | |
60 Value sample_rate_; | |
61 | |
62 dsp::SpectrumAnalyzer spectrum_analyzer_; | |
63 dsp::MFCCAnalyzer mfcc_analyzer_; | |
64 | |
65 public: | |
66 FeatureExtractor(const std::string& file_path = "", | |
67 int frame_size = 2048, | |
68 int hop_size = 512); | |
69 | |
70 void LoadFile(const std::string& file_path); | |
71 void ClearCaches(); | |
72 | |
73 int Frames() const { return frames_; } | |
74 | |
75 int WindowSize() const { return window_size_; } | |
76 int HopSize() const { return hop_size_; } | |
77 | |
78 void SetWindowSize(int window_size); | |
79 void SetHopSize(int hop_size); | |
80 | |
81 Value Duration() const; | |
82 | |
83 const std::vector<ComplexValueList>& Spectrum(); | |
84 const std::vector<ValueList>& MagnitudeSpectrum(); | |
85 const std::vector<ValueList>& LogMagnitudeSpectrum(); | |
86 const ValueList& Pitch(); | |
87 const ValueList& SpectralCentroid(); | |
88 const ValueList& SpectralSpread(); | |
89 const std::vector<ValueList>& SpectralFlux(); | |
90 const ValueList& Energy(); | |
91 const std::vector<ValueList>& MFCCs(); | |
92 const std::vector<ValueList>& DeltaMFCCs(); | |
93 const std::vector<ValueList>& DoubleDeltaMFCCs(); | |
94 | |
95 private: | |
96 void GenerateWindow(); | |
97 }; | |
98 | |
99 } // dsp namespace |