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1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
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2
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3 /*
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4 Vamp feature extraction plugin for the BeatRoot beat tracker.
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5
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6 Centre for Digital Music, Queen Mary, University of London.
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7 This file copyright 2011 Simon Dixon, Chris Cannam and QMUL.
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8
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9 This program is free software; you can redistribute it and/or
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10 modify it under the terms of the GNU General Public License as
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11 published by the Free Software Foundation; either version 2 of the
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12 License, or (at your option) any later version. See the file
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13 COPYING included with this distribution for more information.
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14 */
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15
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16 #ifndef _BEATROOT_PROCESSOR_H_
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17 #define _BEATROOT_PROCESSOR_H_
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18
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19 #include "Peaks.h"
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20 #include "Event.h"
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21 #include "BeatTracker.h"
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22
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23 #include <vector>
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24 #include <cmath>
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25
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26 using std::vector;
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27
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28 class BeatRootProcessor
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29 {
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30 protected:
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31 /** Sample rate of audio */
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32 float sampleRate;
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33
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34 /** Spacing of audio frames (determines the amount of overlap or
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35 * skip between frames). This value is expressed in
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36 * seconds. (Default = 0.020s) */
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37 double hopTime;
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38
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39 /** The approximate size of an FFT frame in seconds. (Default =
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40 * 0.04644s). The value is adjusted so that <code>fftSize</code>
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41 * is always power of 2. */
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42 double fftTime;
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43
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44 /** Spacing of audio frames in samples (see <code>hopTime</code>) */
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45 int hopSize;
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46
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47 /** The size of an FFT frame in samples (see <code>fftTime</code>) */
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48 int fftSize;
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49
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50 /** The number of overlapping frames of audio data which have been read. */
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51 int frameCount;
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52
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53 /** RMS amplitude of the current frame. */
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54 double frameRMS;
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55
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56 /** Long term average frame energy (in frequency domain representation). */
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57 double ltAverage;
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58
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59 /** Spectral flux onset detection function, indexed by frame. */
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60 vector<double> spectralFlux;
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61
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62 /** A mapping function for mapping FFT bins to final frequency bins.
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63 * The mapping is linear (1-1) until the resolution reaches 2 points per
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64 * semitone, then logarithmic with a semitone resolution. e.g. for
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65 * 44.1kHz sampling rate and fftSize of 2048 (46ms), bin spacing is
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66 * 21.5Hz, which is mapped linearly for bins 0-34 (0 to 732Hz), and
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67 * logarithmically for the remaining bins (midi notes 79 to 127, bins 35 to
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68 * 83), where all energy above note 127 is mapped into the final bin. */
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69 vector<int> freqMap;
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70
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71 /** The number of entries in <code>freqMap</code>. Note that the length of
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72 * the array is greater, because its size is not known at creation time. */
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73 int freqMapSize;
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74
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75 /** The magnitude spectrum of the most recent frame. Used for
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76 * calculating the spectral flux. */
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77 vector<double> prevFrame;
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78
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79 /** The magnitude spectrum of the current frame. */
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80 vector<double> newFrame;
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81
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82 /** The magnitude spectra of all frames, used for plotting the spectrogram. */
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83 vector<vector<double> > frames; //!!! do we need this? much cheaper to lose it if we don't
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84
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85 /** The RMS energy of all frames. */
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86 // vector<double> energy; //!!! unused in beat tracking?
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87
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88 /** The estimated onset times from peak-picking the onset
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89 * detection function(s). */
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90 vector<double> onsets;
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91
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92 /** The estimated onset times and their saliences. */
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93 EventList onsetList;
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94
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95 /** Total number of audio frames if known, or -1 for live or compressed input. */
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96 int totalFrames;
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97
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98 /** Flag for enabling or disabling debugging output */
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99 static bool debug;
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100
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101 /** Flag for suppressing all standard output messages except results. */
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102 static bool silent;
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103
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104 /** RMS frame energy below this value results in the frame being
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105 * set to zero, so that normalisation does not have undesired
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106 * side-effects. */
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107 static double silenceThreshold; //!!!??? energy of what? should not be static?
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108
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109 /** For dynamic range compression, this value is added to the log
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110 * magnitude in each frequency bin and any remaining negative
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111 * values are then set to zero.
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112 */
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113 static double rangeThreshold; //!!! sim
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114
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115 /** Determines method of normalisation. Values can be:<ul>
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116 * <li>0: no normalisation</li>
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117 * <li>1: normalisation by current frame energy</li>
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118 * <li>2: normalisation by exponential average of frame energy</li>
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119 * </ul>
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120 */
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121 static int normaliseMode;
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122
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123 /** Ratio between rate of sampling the signal energy (for the
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124 * amplitude envelope) and the hop size */
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125 // static int energyOversampleFactor; //!!! not used?
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126
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127 public:
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128
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129 /** Constructor: note that streams are not opened until the input
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130 * file is set (see <code>setInputFile()</code>). */
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131 BeatRootProcessor(float sr) :
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132 sampleRate(sr) {
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133 frameRMS = 0;
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134 ltAverage = 0;
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135 frameCount = 0;
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136 hopSize = 0;
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137 fftSize = 0;
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138 hopTime = 0.010; // DEFAULT, overridden with -h
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139 fftTime = 0.04644; // DEFAULT, overridden with -f
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140 totalFrames = -1; //!!! not needed?
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141 } // constructor
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142
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143 protected:
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144 /** Allocates memory for arrays, based on parameter settings */
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145 void init() {
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146 hopSize = lrint(sampleRate * hopTime);
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147 fftSize = lrint(pow(2, lrint( log(fftTime * sampleRate) / log(2))));
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148 makeFreqMap(fftSize, sampleRate);
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149 prevFrame.clear();
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150 for (int i = 0; i < freqMapSize; i++) prevFrame.push_back(0);
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151 frameCount = 0;
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152 frameRMS = 0;
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153 ltAverage = 0;
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154 spectralFlux.clear();
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155 } // init()
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156
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157 /** Creates a map of FFT frequency bins to comparison bins.
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158 * Where the spacing of FFT bins is less than 0.5 semitones, the mapping is
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159 * one to one. Where the spacing is greater than 0.5 semitones, the FFT
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160 * energy is mapped into semitone-wide bins. No scaling is performed; that
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161 * is the energy is summed into the comparison bins. See also
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162 * processFrame()
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163 */
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164 void makeFreqMap(int fftSize, float sampleRate) {
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165 freqMap.resize(fftSize/2+1);
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166 double binWidth = sampleRate / fftSize;
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167 int crossoverBin = (int)(2 / (pow(2, 1/12.0) - 1));
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168 int crossoverMidi = (int)lrint(log(crossoverBin*binWidth/440)/
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169 log(2) * 12 + 69);
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170 int i = 0;
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171 while (i <= crossoverBin)
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172 freqMap[i++] = i;
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173 while (i <= fftSize/2) {
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174 double midi = log(i*binWidth/440) / log(2) * 12 + 69;
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175 if (midi > 127)
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176 midi = 127;
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177 freqMap[i++] = crossoverBin + (int)lrint(midi) - crossoverMidi;
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178 }
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179 freqMapSize = freqMap[i-1] + 1;
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180 } // makeFreqMap()
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181
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182 /** Processes a frame of audio data by first computing the STFT with a
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183 * Hamming window, then mapping the frequency bins into a part-linear
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184 * part-logarithmic array, then computing the spectral flux
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185 * then (optionally) normalising and calculating onsets.
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186 */
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187 void processFrame(const float *const *inputBuffers) {
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188 newFrame.clear();
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189 for (int i = 0; i < freqMapSize; i++) {
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190 newFrame.push_back(0);
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191 }
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192 double flux = 0;
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193 for (int i = 0; i <= fftSize/2; i++) {
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194 double mag = sqrt(inputBuffers[0][i*2] * inputBuffers[0][i*2] +
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195 inputBuffers[0][i*2+1] * inputBuffers[0][i*2+1]);
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196 if (mag > prevFrame[i]) flux += mag - prevFrame[i];
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197 prevFrame[i] = mag;
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198 newFrame[freqMap[i]] += mag;
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199 }
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200 spectralFlux.push_back(flux);
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201 frames.push_back(newFrame);
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202 // for (int i = 0; i < freqMapSize; i++)
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203 // [frameCount][i] = newFrame[i];
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204 /*
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205 int index = cbIndex - (fftSize - hopSize);
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206 if (index < 0)
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207 index += fftSize;
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208 int sz = (fftSize - hopSize) / energyOversampleFactor;
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209 for (int j = 0; j < energyOversampleFactor; j++) {
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210 double newEnergy = 0;
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211 for (int i = 0; i < sz; i++) {
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212 newEnergy += circBuffer[index] * circBuffer[index];
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213 if (++index == fftSize)
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214 index = 0;
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215 }
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216 energy[frameCount * energyOversampleFactor + j] =
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217 newEnergy / sz <= 1e-6? 0: log(newEnergy / sz) + 13.816;
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218 }*/
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219
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220 double decay = frameCount >= 200? 0.99:
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221 (frameCount < 100? 0: (frameCount - 100) / 100.0);
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222
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223 //!!! uh-oh -- frameRMS has not been calculated (it came from time-domain signal) -- will always appear silent
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224
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225 if (ltAverage == 0)
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226 ltAverage = frameRMS;
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227 else
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228 ltAverage = ltAverage * decay + frameRMS * (1.0 - decay);
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229 if (frameRMS <= silenceThreshold)
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230 for (int i = 0; i < freqMapSize; i++)
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231 frames[frameCount][i] = 0;
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232 else {
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233 if (normaliseMode == 1)
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234 for (int i = 0; i < freqMapSize; i++)
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235 frames[frameCount][i] /= frameRMS;
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236 else if (normaliseMode == 2)
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237 for (int i = 0; i < freqMapSize; i++)
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238 frames[frameCount][i] /= ltAverage;
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239 for (int i = 0; i < freqMapSize; i++) {
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240 frames[frameCount][i] = log(frames[frameCount][i]) + rangeThreshold;
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241 if (frames[frameCount][i] < 0)
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242 frames[frameCount][i] = 0;
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243 }
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244 }
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245 // weightedPhaseDeviation();
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246 // if (debug)
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247 // System.err.printf("PhaseDev: t=%7.3f phDev=%7.3f RMS=%7.3f\n",
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248 // frameCount * hopTime,
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249 // phaseDeviation[frameCount],
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250 // frameRMS);
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251 frameCount++;
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252 } // processFrame()
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253
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254 /** Processes a complete file of audio data. */
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255 void processFile() {
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256 /*
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257 while (pcmInputStream != null) {
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258 // Profile.start(0);
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259 processFrame();
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260 // Profile.log(0);
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261 if (Thread.currentThread().isInterrupted()) {
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262 System.err.println("info: INTERRUPTED in processFile()");
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263 return;
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264 }
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265 }
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266 */
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267 // double[] x1 = new double[phaseDeviation.length];
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268 // for (int i = 0; i < x1.length; i++) {
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269 // x1[i] = i * hopTime;
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270 // phaseDeviation[i] = (phaseDeviation[i] - 0.4) * 100;
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271 // }
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272 // double[] x2 = new double[energy.length];
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273 // for (int i = 0; i < x2.length; i++)
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274 // x2[i] = i * hopTime / energyOversampleFactor;
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275 // // plot.clear();
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276 // plot.addPlot(x1, phaseDeviation, Color.green, 7);
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277 // plot.addPlot(x2, energy, Color.red, 7);
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278 // plot.setTitle("Test phase deviation");
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279 // plot.fitAxes();
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280
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281 // double[] slope = new double[energy.length];
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282 // double hop = hopTime / energyOversampleFactor;
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283 // Peaks.getSlope(energy, hop, 15, slope);
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284 // vector<Integer> peaks = Peaks.findPeaks(slope, (int)lrint(0.06 / hop), 10);
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285
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286 double hop = hopTime;
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287 Peaks::normalise(spectralFlux);
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288 vector<int> peaks = Peaks::findPeaks(spectralFlux, (int)lrint(0.06 / hop), 0.35, 0.84, true);
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289 onsets.clear();
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290 onsets.resize(peaks.size(), 0);
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291 vector<int>::iterator it = peaks.begin();
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292 onsetList.clear();
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293 double minSalience = Peaks::min(spectralFlux);
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294 for (int i = 0; i < onsets.size(); i++) {
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295 int index = *it;
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296 ++it;
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297 onsets[i] = index * hop;
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298 Event e = BeatTracker::newBeat(onsets[i], 0);
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299 // if (debug)
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300 // System.err.printf("Onset: %8.3f %8.3f %8.3f\n",
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301 // onsets[i], energy[index], slope[index]);
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302 // e.salience = slope[index]; // or combination of energy + slope??
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303 // Note that salience must be non-negative or the beat tracking system fails!
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304 e.salience = spectralFlux[index] - minSalience;
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305 onsetList.push_back(e);
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306 }
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307
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308 //!!! This onsetList is then fed in to BeatTrackDisplay::beatTrack
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309
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310 } // processFile()
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311
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312 }; // class AudioProcessor
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313
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314
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315 #endif
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