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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
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27 using std::vector;
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28 using std::string;
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29 using std::cerr;
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30 using std::endl;
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31
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32 /** Represents an audio feature stream that can be matched to another
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33 * audio stream of the same piece of music. The matching algorithm
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34 * uses dynamic time warping.
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35 */
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36 class Matcher
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37 {
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38 public:
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39 enum Advance {
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40 AdvanceNone,
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41 AdvanceBoth,
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42 AdvanceThis,
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43 AdvanceOther
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44 };
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45
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46 struct Parameters {
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47
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48 Parameters(float rate_, double hopTime_, int fftSize_) :
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49 sampleRate(rate_),
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50 distanceNorm(DistanceMetric::NormaliseDistanceToLogSum),
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51 hopTime(hopTime_),
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52 fftSize(fftSize_),
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53 blockTime(10.0),
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54 maxRunCount(3)
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55 {}
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56
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57 /** Sample rate of audio */
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58 float sampleRate;
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59
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60 /** Type of distance metric normalisation */
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61 DistanceMetric::DistanceNormalisation distanceNorm;
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62
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63 /** Spacing of audio frames (determines the amount of overlap or
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64 * skip between frames). This value is expressed in
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65 * seconds. */
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66 double hopTime;
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67
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68 /** Size of an FFT frame in samples. Note that the data passed
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69 * in to Matcher is already in the frequency domain, so this
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70 * expresses the size of the frame that the caller will be
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71 * providing. */
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72 int fftSize;
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73
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74 /** The width of the search band (error margin) around the current
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75 * match position, measured in seconds. Strictly speaking the
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76 * width is measured backwards from the current point, since the
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77 * algorithm has to work causally.
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78 */
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79 double blockTime;
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80
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81 /** Maximum number of frames sequentially processed by this
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82 * matcher, without a frame of the other matcher being
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83 * processed.
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84 */
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85 int maxRunCount;
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86 };
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87
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88 /** Constructor for Matcher.
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89 *
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90 * A Matcher expects to be provided with feature vectors
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91 * calculated by some external code (for example, a
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92 * FeatureExtractor). Call consumeFeatureVector to provide each
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93 * feature frame.
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94 *
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95 * @param p The Matcher representing the performance with which
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96 * this one is going to be matched. Some information is shared
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97 * between the two matchers (currently one possesses the distance
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98 * matrix and optimal path matrix).
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99 *
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100 * @param featureSize Number of values in each of the feature
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101 * vectors that will be provided.
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102 */
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103 Matcher(Parameters parameters, Matcher *p, int featureSize);
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104
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105 ~Matcher();
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106
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107 /** Adds a link to the Matcher object representing the performance
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108 * which is going to be matched to this one.
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109 *
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110 * @param p the Matcher representing the other performance
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111 */
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112 void setOtherMatcher(Matcher *p) {
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113 m_otherMatcher = p;
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114 }
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115
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116 int getFrameCount() {
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117 return m_frameCount;
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118 }
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119
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120 int getOtherFrameCount() {
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121 return m_otherMatcher->getFrameCount();
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122 }
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123
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124 /** Processes a feature vector frame, presumably calculated from
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125 * audio data by some external code such as a FeatureExtractor.
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126 * Calculates the distance to all frames stored in the
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127 * otherMatcher and stores in the distance matrix, before
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128 * updating the optimal path matrix using the dynamic time
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129 * warping algorithm.
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130 *
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131 * The supplied feature must be of the size that was passed as
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132 * featureSize to the constructor.
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133 */
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134 void consumeFeatureVector(std::vector<double> feature);
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135
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136 /** Tests whether a location is in range in the minimum cost matrix.
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137 *
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138 * @param i the frame number of this Matcher
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139 * @param j the frame number of the other Matcher
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140 * @return true if the location is in range
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141 */
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142 bool isInRange(int i, int j);
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143
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144 /** Tests whether a location is available in the minimum cost matrix.
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145 *
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146 * @param i the frame number of this Matcher
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147 * @param j the frame number of the other Matcher
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148 * @return true if the location is in range and contains a valid cost
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149 */
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150 bool isAvailable(int i, int j);
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151
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152 /** Returns the valid range of frames in the other Matcher for the
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153 * given frame in this Matcher's minimum cost matrix.
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154 *
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155 * @param i the frame number of this Matcher
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156 * @return the first, last pair of frame numbers for the other
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157 * Matcher. Note that the last frame is exclusive (last valid
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158 * frame + 1).
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159 */
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160 std::pair<int, int> getColRange(int i);
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161
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162 /** Returns the valid range of frames in this Matcher for the
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163 * given frame in the other Matcher's minimum cost matrix.
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164 *
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165 * @param i the frame number of the other Matcher
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166 * @return the first, last pair of frame numbers for this
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167 * Matcher. Note that the last frame is exclusive (last valid
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168 * frame + 1).
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169 */
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170 std::pair<int, int> getRowRange(int i);
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171
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172 /** Retrieves a value from the distance matrix.
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173 *
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174 * @param i the frame number of this Matcher
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175 * @param j the frame number of the other Matcher
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176 * @return the distance metric at this location
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177 */
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178 float getDistance(int i, int j);
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179
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180 /** Sets a value to the distance matrix.
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181 *
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182 * @param i the frame number of this Matcher
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183 * @param j the frame number of the other Matcher
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184 * @param value the distance metric to set for this location
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185 */
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186 void setDistance(int i, int j, float value);
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187
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188 /** Retrieves a value from the minimum cost matrix.
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189 *
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190 * @param i the frame number of this Matcher
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191 * @param j the frame number of the other Matcher
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192 * @return the cost of the minimum cost path to this location
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193 */
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194 double getPathCost(int i, int j);
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195
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196 /** Sets a value and an advance direction to the minimum cost matrix.
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197 *
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198 * @param i the frame number of this Matcher
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199 * @param j the frame number of the other Matcher
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200 * @param dir the direction from which this position is reached with
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201 * minimum cost
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202 * @param value the cost of the minimum cost path to set for this location
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203 */
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204 void setPathCost(int i, int j, Advance dir, double value);
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205
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206 /** Retrieves an advance direction from the matrix.
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207 *
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208 * @param i the frame number of this Matcher
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209 * @param j the frame number of the other Matcher
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210 * @return the direction from which this position is reached with
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211 * minimum cost
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212 */
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213 Advance getAdvance(int i, int j);
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214
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215 protected:
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216 /** Create internal structures and reset. */
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217 void init();
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218
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219 /** The distXSize value has changed: resize internal buffers. */
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220 void size();
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221
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222 /** Updates an entry in the distance matrix and the optimal path matrix.
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223 *
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224 * @param i the frame number of this Matcher
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225 * @param j the frame number of the other Matcher
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226 * @param dir the direction from which this position is reached with
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227 * minimum cost
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228 * @param value the cost of the minimum path except the current step
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229 * @param dMN the distance cost between the two frames
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230 */
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231 void updateValue(int i, int j, Advance dir, double value, float dMN);
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232
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233 void calcAdvance();
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234
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235 /** Points to the other performance with which this one is being
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236 * compared. The data for the distance metric and the dynamic
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237 * time warping is shared between the two matchers. In the
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238 * original version, only one of the two performance matchers
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239 * contained the distance metric. (See <code>first</code>)
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240 */
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241 Matcher *m_otherMatcher;
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242
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243 /** Indicates which performance is considered primary (the
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244 * score). This is the performance shown on the vertical axis,
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245 * and referred to as "this" in the codes for the direction of
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246 * DTW steps. */
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247 bool m_firstPM;
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248
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249 /** Configuration parameters */
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250 Parameters m_params;
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251
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252 /** Width of the search band in FFT frames (see <code>blockTime</code>) */
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253 int m_blockSize;
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254
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255 /** The number of frames of audio data which have been read. */
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256 int m_frameCount;
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257
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258 /** The number of frames sequentially processed by this matcher,
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259 * without a frame of the other matcher being processed.
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260 */
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261 int m_runCount;
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262
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263 /** The number of values in a feature vector. */
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264 int m_featureSize;
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265
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266 /** A block of previously seen feature frames is stored in this
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267 * structure for calculation of the distance matrix as the new
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268 * frames are received. One can think of the structure of the
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269 * array as a circular buffer of vectors. */
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270 vector<vector<double> > m_frames;
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271
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272 /** The best path cost matrix. */
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273 vector<vector<double> > m_bestPathCost;
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274
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275 /** The distance matrix. */
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276 vector<vector<float> > m_distance;
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277
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278 /** The advance direction matrix. */
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279 vector<vector<Advance> > m_advance;
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280
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281 /** The bounds of each row of data in the distance, path cost, and
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282 * advance direction matrices.*/
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283 vector<int> m_first;
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284 vector<int> m_last;
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285
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286 /** Width of distance, path cost, and advance direction matrices
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287 * and first and last vectors */
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288 int m_distXSize;
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289
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290 bool m_initialised;
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291
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292 DistanceMetric m_metric;
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293
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294 friend class MatchFeeder;
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295 friend class MatchFeatureFeeder;
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296
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297 }; // class Matcher
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298
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299 #endif
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