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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 using the MATCH audio alignment
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5 algorithm.
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6
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7 Centre for Digital Music, Queen Mary, University of London.
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8 This file copyright 2007 Simon Dixon, Chris Cannam and QMUL.
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9
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10 This program is free software; you can redistribute it and/or
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11 modify it under the terms of the GNU General Public License as
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12 published by the Free Software Foundation; either version 2 of the
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13 License, or (at your option) any later version. See the file
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14 COPYING included with this distribution for more information.
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15 */
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16
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17 #ifndef _MATCHER_H_
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18 #define _MATCHER_H_
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19
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20 #include <vector>
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21 #include <iostream>
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22 #include <sstream>
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23 #include <cmath>
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24
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25 #include "DistanceMetric.h"
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26 #include "FeatureExtractor.h"
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27
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28 using std::vector;
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29 using std::string;
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30 using std::cerr;
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31 using std::endl;
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32
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33 /** Represents an audio stream that can be matched to another audio
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34 * stream of the same piece of music. The matching algorithm uses
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35 * dynamic time warping.
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36 */
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37 class Matcher
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38 {
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39 public:
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40 enum Advance {
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41 AdvanceNone,
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42 AdvanceBoth,
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43 AdvanceThis,
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44 AdvanceOther
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45 };
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46
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47 struct Parameters {
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48
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49 Parameters(float rate_, double hopTime_, int fftSize_) :
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50 sampleRate(rate_),
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51 distanceNorm(DistanceMetric::NormaliseDistanceToLogSum),
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52 hopTime(hopTime_),
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53 fftSize(fftSize_),
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54 blockTime(10.0),
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55 maxRunCount(3)
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56 {}
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57
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58 /** Sample rate of audio */
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59 float sampleRate;
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60
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61 /** Type of distance metric normalisation */
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62 DistanceMetric::DistanceNormalisation distanceNorm;
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63
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64 /** Spacing of audio frames (determines the amount of overlap or
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65 * skip between frames). This value is expressed in
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66 * seconds. */
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67 double hopTime;
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68
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69 /** Size of an FFT frame in samples. Note that the data passed
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70 * in to Matcher is already in the frequency domain, so this
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71 * expresses the size of the frame that the caller will be
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72 * providing. */
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73 int fftSize;
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74
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75 /** The width of the search band (error margin) around the current
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76 * match position, measured in seconds. Strictly speaking the
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77 * width is measured backwards from the current point, since the
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78 * algorithm has to work causally.
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79 */
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80 double blockTime;
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81
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82 /** Maximum number of frames sequentially processed by this
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83 * matcher, without a frame of the other matcher being
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84 * processed.
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85 */
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86 int maxRunCount;
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87 };
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88
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89 /** Constructor for Matcher.
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90 *
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91 * @param p The Matcher representing the performance with which
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92 * this one is going to be matched. Some information is shared
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93 * between the two matchers (currently one possesses the distance
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94 * matrix and optimal path matrix).
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95 */
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96 Matcher(Parameters parameters,
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97 FeatureExtractor::Parameters featureParams,
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98 Matcher *p);
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99
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100 /** Constructor for Matcher using externally supplied features.
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101 * A Matcher made using this constructor will not carry out its
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102 * own feature extraction from frequency-domain audio data, but
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103 * instead will accept arbitrary feature frames calculated by
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104 * some external code.
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105 *
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106 * @param p The Matcher representing the performance with which
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107 * this one is going to be matched. Some information is shared
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108 * between the two matchers (currently one possesses the distance
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109 * matrix and optimal path matrix).
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110 *
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111 * @param featureSize Number of values in each feature vector.
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112 */
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113 Matcher(Parameters parameters, Matcher *p, int featureSize);
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114
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115 ~Matcher();
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116
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117 /** Adds a link to the Matcher object representing the performance
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118 * which is going to be matched to this one.
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119 *
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120 * @param p the Matcher representing the other performance
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121 */
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122 void setOtherMatcher(Matcher *p) {
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123 m_otherMatcher = p;
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124 } // setOtherMatcher()
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125
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126 int getFrameCount() {
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127 return m_frameCount;
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128 }
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129
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130 protected:
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131 /** Create internal structures and reset. */
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132 void init();
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133
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134 /** The distXSize value has changed: resize internal buffers. */
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135 void size();
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136
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137 /** Process a frequency-domain frame of audio data using the
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138 * built-in FeatureExtractor, then calculating the distance to
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139 * all frames stored in the otherMatcher and storing them in the
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140 * distance matrix, and finally updating the optimal path matrix
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141 * using the dynamic time warping algorithm.
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142 *
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143 * Return value is the frame (post-processed, with warping,
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144 * rectification, and normalisation as appropriate).
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145 *
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146 * The Matcher must have been constructed using the constructor
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147 * without an external featureSize parameter in order to use this
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148 * function. (Otherwise it will be expecting you to call
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149 * consumeFeatureVector.)
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150 */
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151 std::vector<double> consumeFrame(double *reBuffer, double *imBuffer);
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152
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153 /** Processes a feature vector frame (presumably calculated from
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154 * audio data by some external code). As consumeFrame, except
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155 * that it does not calculate a feature from audio data but
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156 * instead uses the supplied feature directly.
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157 *
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158 * The Matcher must have been constructed using the constructor
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159 * that accepts an external featureSize parameter in order to
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160 * use this function. The supplied feature must be of the size
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161 * that was passed to the constructor.
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162 */
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163 void consumeFeatureVector(std::vector<double> feature);
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164
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165 /** Retrieves values from the minimum cost matrix.
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166 *
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167 * @param i the frame number of this Matcher
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168 * @param j the frame number of the other Matcher
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169 * @return the cost of the minimum cost path to this location
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170 */
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171 double getValue(int i, int j, bool firstAttempt);
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172
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173 /** Stores entries in the distance matrix and the optimal path matrix.
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174 *
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175 * @param i the frame number of this Matcher
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176 * @param j the frame number of the other Matcher
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177 * @param dir the direction from which this position is reached with
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178 * minimum cost
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179 * @param value the cost of the minimum path except the current step
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180 * @param dMN the distance cost between the two frames
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181 */
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182 void setValue(int i, int j, Advance dir, double value, float dMN);
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183
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184 void calcAdvance();
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185
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186 /** Points to the other performance with which this one is being
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187 * compared. The data for the distance metric and the dynamic
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188 * time warping is shared between the two matchers. In the
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189 * original version, only one of the two performance matchers
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190 * contained the distance metric. (See <code>first</code>)
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191 */
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192 Matcher *m_otherMatcher;
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193
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194 /** Indicates which performance is considered primary (the
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195 * score). This is the performance shown on the vertical axis,
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196 * and referred to as "this" in the codes for the direction of
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197 * DTW steps. */
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198 bool m_firstPM;
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199
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200 /** Configuration parameters */
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201 Parameters m_params;
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202
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203 /** Width of the search band in FFT frames (see <code>blockTime</code>) */
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204 int m_blockSize;
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205
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206 /** The number of frames of audio data which have been read. */
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207 int m_frameCount;
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208
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209 /** The number of frames sequentially processed by this matcher,
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210 * without a frame of the other matcher being processed.
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211 */
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212 int m_runCount;
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213
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214 /** The number of values in a feature vector. */
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215 int m_featureSize;
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216
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217 /** A block of previously seen feature frames is stored in this
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218 * structure for calculation of the distance matrix as the new
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219 * frames are received. One can think of the structure of the
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220 * array as a circular buffer of vectors. */
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221 vector<vector<double> > m_frames;
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222
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223 /** The best path cost matrix. */
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224 vector<vector<double> > m_bestPathCost;
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225
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226 /** The distance matrix. */
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227 vector<vector<float> > m_distance;
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228
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229 /** The advance direction matrix. */
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230 vector<vector<Advance> > m_advance;
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231
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232 /** The bounds of each row of data in the distance, path cost, and
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233 * advance direction matrices.*/
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234 vector<int> m_first;
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235 vector<int> m_last;
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236
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237 /** Height of each column in distance, path cost, and advance
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238 * direction matrices. */
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239 vector<int> m_distYSizes;
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240
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241 /** Width of distance, path cost, and advance direction matrices
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242 * and first and last vectors */
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243 int m_distXSize;
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244
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245 bool m_initialised;
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246
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247 FeatureExtractor m_featureExtractor;
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248 DistanceMetric m_metric;
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249
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250 friend class MatchFeeder;
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251 friend class MatchFeatureFeeder;
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252 friend class Finder;
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253
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254 }; // class Matcher
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255
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256 #endif
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