annotate src/Matcher.h @ 113:46a652da1415 refactors

Sample rate and fft size no longer needed in Matcher parameters
author Chris Cannam
date Thu, 04 Dec 2014 15:59:31 +0000
parents 6636aca831c0
children 42381e437fcd
rev   line source
cannam@0 1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
cannam@0 2
cannam@0 3 /*
cannam@0 4 Vamp feature extraction plugin using the MATCH audio alignment
cannam@0 5 algorithm.
cannam@0 6
cannam@0 7 Centre for Digital Music, Queen Mary, University of London.
cannam@0 8 This file copyright 2007 Simon Dixon, Chris Cannam and QMUL.
cannam@0 9
cannam@0 10 This program is free software; you can redistribute it and/or
cannam@0 11 modify it under the terms of the GNU General Public License as
cannam@0 12 published by the Free Software Foundation; either version 2 of the
cannam@0 13 License, or (at your option) any later version. See the file
cannam@0 14 COPYING included with this distribution for more information.
cannam@0 15 */
cannam@0 16
cannam@0 17 #ifndef _MATCHER_H_
cannam@0 18 #define _MATCHER_H_
cannam@0 19
cannam@0 20 #include <vector>
cannam@0 21 #include <iostream>
cannam@0 22 #include <sstream>
cannam@0 23 #include <cmath>
cannam@0 24
Chris@26 25 #include "DistanceMetric.h"
cannam@0 26
cannam@0 27 using std::vector;
cannam@0 28 using std::string;
cannam@0 29 using std::cerr;
cannam@0 30 using std::endl;
cannam@0 31
Chris@74 32 /** Represents an audio feature stream that can be matched to another
Chris@74 33 * audio stream of the same piece of music. The matching algorithm
Chris@74 34 * uses dynamic time warping.
cannam@0 35 */
cannam@0 36 class Matcher
cannam@0 37 {
Chris@15 38 public:
Chris@45 39 enum Advance {
Chris@45 40 AdvanceNone,
Chris@45 41 AdvanceBoth,
Chris@45 42 AdvanceThis,
Chris@45 43 AdvanceOther
Chris@45 44 };
Chris@83 45 static string advanceToString(Advance a) {
Chris@83 46 switch (a) {
Chris@83 47 case AdvanceNone: return "AdvanceNone";
Chris@83 48 case AdvanceBoth: return "AdvanceBoth";
Chris@83 49 case AdvanceThis: return "AdvanceThis";
Chris@83 50 case AdvanceOther: return "AdvanceOther";
Chris@83 51 }
Chris@83 52 return "(unknown)";
Chris@83 53 }
Chris@45 54
Chris@15 55 struct Parameters {
Chris@15 56
Chris@113 57 Parameters(double hopTime_) :
Chris@26 58 distanceNorm(DistanceMetric::NormaliseDistanceToLogSum),
Chris@15 59 hopTime(hopTime_),
Chris@15 60 blockTime(10.0),
Chris@83 61 maxRunCount(3),
Chris@83 62 diagonalWeight(2.0)
Chris@15 63 {}
Chris@15 64
Chris@15 65 /** Type of distance metric normalisation */
Chris@26 66 DistanceMetric::DistanceNormalisation distanceNorm;
Chris@15 67
Chris@15 68 /** Spacing of audio frames (determines the amount of overlap or
Chris@15 69 * skip between frames). This value is expressed in
Chris@83 70 * seconds.
Chris@83 71 */
Chris@15 72 double hopTime;
Chris@38 73
Chris@15 74 /** The width of the search band (error margin) around the current
Chris@15 75 * match position, measured in seconds. Strictly speaking the
Chris@15 76 * width is measured backwards from the current point, since the
Chris@15 77 * algorithm has to work causally.
Chris@15 78 */
Chris@15 79 double blockTime;
Chris@15 80
Chris@15 81 /** Maximum number of frames sequentially processed by this
Chris@15 82 * matcher, without a frame of the other matcher being
Chris@15 83 * processed.
Chris@15 84 */
Chris@15 85 int maxRunCount;
Chris@83 86
Chris@83 87 /** Weight applied to cost of diagonal step relative to
Chris@83 88 * horizontal or vertical step. The default of 2.0 means that
Chris@83 89 * a diagonal is not favoured over horizontal+vertical
Chris@83 90 * combined, which is good when maintaining gross tracking of
Chris@83 91 * performances that may have wildly differing speeds but
Chris@83 92 * which also leads to quite jaggy paths. A more typical
Chris@83 93 * normal DTW approach for performances with similar speeds
Chris@83 94 * might use 1.0 or something close to it.
Chris@83 95 */
Chris@83 96 float diagonalWeight;
Chris@15 97 };
Chris@15 98
cannam@0 99 /** Constructor for Matcher.
Chris@74 100 *
Chris@74 101 * A Matcher expects to be provided with feature vectors
Chris@74 102 * calculated by some external code (for example, a
Chris@74 103 * FeatureExtractor). Call consumeFeatureVector to provide each
Chris@74 104 * feature frame.
Chris@23 105 *
Chris@23 106 * @param p The Matcher representing the performance with which
Chris@23 107 * this one is going to be matched. Some information is shared
Chris@23 108 * between the two matchers (currently one possesses the distance
Chris@23 109 * matrix and optimal path matrix).
Chris@23 110 */
Chris@104 111 Matcher(Parameters parameters, Matcher *p);
Chris@23 112
Chris@78 113 /** Destructor for Matcher.
Chris@78 114 */
cannam@0 115 ~Matcher();
cannam@0 116
cannam@0 117 /** Adds a link to the Matcher object representing the performance
cannam@0 118 * which is going to be matched to this one.
cannam@0 119 *
cannam@0 120 * @param p the Matcher representing the other performance
cannam@0 121 */
cannam@0 122 void setOtherMatcher(Matcher *p) {
Chris@43 123 m_otherMatcher = p;
Chris@74 124 }
cannam@0 125
Chris@78 126 int getBlockSize() {
Chris@78 127 return m_blockSize;
Chris@78 128 }
Chris@78 129
Chris@78 130 bool isOverrunning() {
Chris@78 131 return m_runCount >= m_params.maxRunCount;
Chris@78 132 }
Chris@78 133
cannam@0 134 int getFrameCount() {
Chris@43 135 return m_frameCount;
cannam@0 136 }
cannam@0 137
Chris@72 138 int getOtherFrameCount() {
Chris@72 139 return m_otherMatcher->getFrameCount();
Chris@72 140 }
Chris@74 141
Chris@83 142 float getDiagonalWeight() {
Chris@83 143 return m_params.diagonalWeight;
Chris@83 144 }
Chris@83 145
Chris@74 146 /** Processes a feature vector frame, presumably calculated from
Chris@74 147 * audio data by some external code such as a FeatureExtractor.
Chris@74 148 * Calculates the distance to all frames stored in the
Chris@74 149 * otherMatcher and stores in the distance matrix, before
Chris@74 150 * updating the optimal path matrix using the dynamic time
Chris@74 151 * warping algorithm.
Chris@74 152 *
Chris@104 153 * The supplied features must always be of the same size (within
Chris@104 154 * any pair of Matcher objects).
Chris@74 155 */
Chris@74 156 void consumeFeatureVector(std::vector<double> feature);
Chris@72 157
Chris@72 158 /** Tests whether a location is in range in the minimum cost matrix.
Chris@72 159 *
Chris@72 160 * @param i the frame number of this Matcher
Chris@72 161 * @param j the frame number of the other Matcher
Chris@72 162 * @return true if the location is in range
Chris@72 163 */
Chris@72 164 bool isInRange(int i, int j);
Chris@72 165
Chris@72 166 /** Tests whether a location is available in the minimum cost matrix.
Chris@72 167 *
Chris@72 168 * @param i the frame number of this Matcher
Chris@72 169 * @param j the frame number of the other Matcher
Chris@72 170 * @return true if the location is in range and contains a valid cost
Chris@72 171 */
Chris@72 172 bool isAvailable(int i, int j);
Chris@72 173
Chris@72 174 /** Returns the valid range of frames in the other Matcher for the
Chris@72 175 * given frame in this Matcher's minimum cost matrix.
Chris@72 176 *
Chris@72 177 * @param i the frame number of this Matcher
Chris@72 178 * @return the first, last pair of frame numbers for the other
Chris@72 179 * Matcher. Note that the last frame is exclusive (last valid
Chris@72 180 * frame + 1).
Chris@72 181 */
Chris@72 182 std::pair<int, int> getColRange(int i);
Chris@72 183
Chris@72 184 /** Returns the valid range of frames in this Matcher for the
Chris@72 185 * given frame in the other Matcher's minimum cost matrix.
Chris@72 186 *
Chris@72 187 * @param i the frame number of the other Matcher
Chris@72 188 * @return the first, last pair of frame numbers for this
Chris@72 189 * Matcher. Note that the last frame is exclusive (last valid
Chris@72 190 * frame + 1).
Chris@72 191 */
Chris@72 192 std::pair<int, int> getRowRange(int i);
Chris@72 193
Chris@72 194 /** Retrieves a value from the distance matrix.
Chris@72 195 *
Chris@72 196 * @param i the frame number of this Matcher
Chris@72 197 * @param j the frame number of the other Matcher
Chris@72 198 * @return the distance metric at this location
Chris@72 199 */
Chris@72 200 float getDistance(int i, int j);
Chris@72 201
Chris@72 202 /** Sets a value to the distance matrix.
Chris@72 203 *
Chris@72 204 * @param i the frame number of this Matcher
Chris@72 205 * @param j the frame number of the other Matcher
Chris@72 206 * @param value the distance metric to set for this location
Chris@72 207 */
Chris@96 208 void setDistance(int i, int j, float distance);
Chris@72 209
Chris@72 210 /** Retrieves a value from the minimum cost matrix.
Chris@72 211 *
Chris@72 212 * @param i the frame number of this Matcher
Chris@72 213 * @param j the frame number of the other Matcher
Chris@72 214 * @return the cost of the minimum cost path to this location
Chris@72 215 */
Chris@72 216 double getPathCost(int i, int j);
Chris@72 217
Chris@72 218 /** Sets a value and an advance direction to the minimum cost matrix.
Chris@72 219 *
Chris@72 220 * @param i the frame number of this Matcher
Chris@72 221 * @param j the frame number of the other Matcher
Chris@72 222 * @param dir the direction from which this position is reached with
Chris@72 223 * minimum cost
Chris@72 224 * @param value the cost of the minimum cost path to set for this location
Chris@72 225 */
Chris@72 226 void setPathCost(int i, int j, Advance dir, double value);
Chris@72 227
Chris@72 228 /** Retrieves an advance direction from the matrix.
Chris@72 229 *
Chris@72 230 * @param i the frame number of this Matcher
Chris@72 231 * @param j the frame number of the other Matcher
Chris@72 232 * @return the direction from which this position is reached with
Chris@72 233 * minimum cost
Chris@72 234 */
Chris@72 235 Advance getAdvance(int i, int j);
Chris@72 236
cannam@0 237 protected:
Chris@38 238 /** Create internal structures and reset. */
cannam@0 239 void init();
cannam@0 240
Chris@38 241 /** The distXSize value has changed: resize internal buffers. */
Chris@41 242 void size();
cannam@0 243
Chris@71 244 /** Updates an entry in the distance matrix and the optimal path matrix.
cannam@0 245 *
cannam@0 246 * @param i the frame number of this Matcher
cannam@0 247 * @param j the frame number of the other Matcher
cannam@0 248 * @param dir the direction from which this position is reached with
cannam@0 249 * minimum cost
cannam@0 250 * @param value the cost of the minimum path except the current step
cannam@0 251 * @param dMN the distance cost between the two frames
cannam@0 252 */
Chris@71 253 void updateValue(int i, int j, Advance dir, double value, float dMN);
cannam@0 254
Chris@21 255 void calcAdvance();
Chris@21 256
Chris@42 257 /** Points to the other performance with which this one is being
Chris@42 258 * compared. The data for the distance metric and the dynamic
Chris@42 259 * time warping is shared between the two matchers. In the
Chris@42 260 * original version, only one of the two performance matchers
Chris@42 261 * contained the distance metric. (See <code>first</code>)
Chris@42 262 */
Chris@43 263 Matcher *m_otherMatcher;
Chris@42 264
Chris@42 265 /** Indicates which performance is considered primary (the
Chris@42 266 * score). This is the performance shown on the vertical axis,
Chris@42 267 * and referred to as "this" in the codes for the direction of
Chris@42 268 * DTW steps. */
Chris@43 269 bool m_firstPM;
Chris@42 270
Chris@42 271 /** Configuration parameters */
Chris@43 272 Parameters m_params;
Chris@42 273
Chris@42 274 /** Width of the search band in FFT frames (see <code>blockTime</code>) */
Chris@43 275 int m_blockSize;
Chris@42 276
Chris@42 277 /** The number of frames of audio data which have been read. */
Chris@43 278 int m_frameCount;
Chris@42 279
Chris@42 280 /** The number of frames sequentially processed by this matcher,
Chris@42 281 * without a frame of the other matcher being processed.
Chris@42 282 */
Chris@43 283 int m_runCount;
Chris@42 284
Chris@50 285 /** A block of previously seen feature frames is stored in this
Chris@50 286 * structure for calculation of the distance matrix as the new
Chris@50 287 * frames are received. One can think of the structure of the
Chris@50 288 * array as a circular buffer of vectors. */
Chris@43 289 vector<vector<double> > m_frames;
Chris@42 290
Chris@42 291 /** The best path cost matrix. */
Chris@53 292 vector<vector<double> > m_bestPathCost;
Chris@42 293
Chris@42 294 /** The distance matrix. */
Chris@45 295 vector<vector<float> > m_distance;
Chris@42 296
Chris@45 297 /** The advance direction matrix. */
Chris@45 298 vector<vector<Advance> > m_advance;
Chris@45 299
Chris@45 300 /** The bounds of each row of data in the distance, path cost, and
Chris@45 301 * advance direction matrices.*/
Chris@43 302 vector<int> m_first;
Chris@43 303 vector<int> m_last;
Chris@42 304
Chris@45 305 /** Width of distance, path cost, and advance direction matrices
Chris@45 306 * and first and last vectors */
Chris@43 307 int m_distXSize;
Chris@42 308
Chris@43 309 bool m_initialised;
Chris@42 310
Chris@43 311 DistanceMetric m_metric;
Chris@78 312 };
cannam@0 313
cannam@0 314 #endif