annotate src/Matcher.h @ 104:6636aca831c0 feature_conditioner

Feature size is not actually needed in Matcher
author Chris Cannam
date Thu, 04 Dec 2014 13:23:10 +0000
parents 6b91e40b2c04
children 46a652da1415
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@15 57 Parameters(float rate_, double hopTime_, int fftSize_) :
Chris@15 58 sampleRate(rate_),
Chris@26 59 distanceNorm(DistanceMetric::NormaliseDistanceToLogSum),
Chris@15 60 hopTime(hopTime_),
Chris@15 61 fftSize(fftSize_),
Chris@15 62 blockTime(10.0),
Chris@83 63 maxRunCount(3),
Chris@83 64 diagonalWeight(2.0)
Chris@15 65 {}
Chris@15 66
Chris@15 67 /** Sample rate of audio */
Chris@15 68 float sampleRate;
Chris@15 69
Chris@15 70 /** Type of distance metric normalisation */
Chris@26 71 DistanceMetric::DistanceNormalisation distanceNorm;
Chris@15 72
Chris@15 73 /** Spacing of audio frames (determines the amount of overlap or
Chris@15 74 * skip between frames). This value is expressed in
Chris@83 75 * seconds.
Chris@83 76 */
Chris@15 77 double hopTime;
Chris@38 78
Chris@15 79 /** Size of an FFT frame in samples. Note that the data passed
Chris@15 80 * in to Matcher is already in the frequency domain, so this
Chris@15 81 * expresses the size of the frame that the caller will be
Chris@83 82 * providing.
Chris@83 83 */
Chris@15 84 int fftSize;
Chris@38 85
Chris@15 86 /** The width of the search band (error margin) around the current
Chris@15 87 * match position, measured in seconds. Strictly speaking the
Chris@15 88 * width is measured backwards from the current point, since the
Chris@15 89 * algorithm has to work causally.
Chris@15 90 */
Chris@15 91 double blockTime;
Chris@15 92
Chris@15 93 /** Maximum number of frames sequentially processed by this
Chris@15 94 * matcher, without a frame of the other matcher being
Chris@15 95 * processed.
Chris@15 96 */
Chris@15 97 int maxRunCount;
Chris@83 98
Chris@83 99 /** Weight applied to cost of diagonal step relative to
Chris@83 100 * horizontal or vertical step. The default of 2.0 means that
Chris@83 101 * a diagonal is not favoured over horizontal+vertical
Chris@83 102 * combined, which is good when maintaining gross tracking of
Chris@83 103 * performances that may have wildly differing speeds but
Chris@83 104 * which also leads to quite jaggy paths. A more typical
Chris@83 105 * normal DTW approach for performances with similar speeds
Chris@83 106 * might use 1.0 or something close to it.
Chris@83 107 */
Chris@83 108 float diagonalWeight;
Chris@15 109 };
Chris@15 110
cannam@0 111 /** Constructor for Matcher.
Chris@74 112 *
Chris@74 113 * A Matcher expects to be provided with feature vectors
Chris@74 114 * calculated by some external code (for example, a
Chris@74 115 * FeatureExtractor). Call consumeFeatureVector to provide each
Chris@74 116 * feature frame.
Chris@23 117 *
Chris@23 118 * @param p The Matcher representing the performance with which
Chris@23 119 * this one is going to be matched. Some information is shared
Chris@23 120 * between the two matchers (currently one possesses the distance
Chris@23 121 * matrix and optimal path matrix).
Chris@23 122 */
Chris@104 123 Matcher(Parameters parameters, Matcher *p);
Chris@23 124
Chris@78 125 /** Destructor for Matcher.
Chris@78 126 */
cannam@0 127 ~Matcher();
cannam@0 128
cannam@0 129 /** Adds a link to the Matcher object representing the performance
cannam@0 130 * which is going to be matched to this one.
cannam@0 131 *
cannam@0 132 * @param p the Matcher representing the other performance
cannam@0 133 */
cannam@0 134 void setOtherMatcher(Matcher *p) {
Chris@43 135 m_otherMatcher = p;
Chris@74 136 }
cannam@0 137
Chris@78 138 int getBlockSize() {
Chris@78 139 return m_blockSize;
Chris@78 140 }
Chris@78 141
Chris@78 142 bool isOverrunning() {
Chris@78 143 return m_runCount >= m_params.maxRunCount;
Chris@78 144 }
Chris@78 145
cannam@0 146 int getFrameCount() {
Chris@43 147 return m_frameCount;
cannam@0 148 }
cannam@0 149
Chris@72 150 int getOtherFrameCount() {
Chris@72 151 return m_otherMatcher->getFrameCount();
Chris@72 152 }
Chris@74 153
Chris@83 154 float getDiagonalWeight() {
Chris@83 155 return m_params.diagonalWeight;
Chris@83 156 }
Chris@83 157
Chris@74 158 /** Processes a feature vector frame, presumably calculated from
Chris@74 159 * audio data by some external code such as a FeatureExtractor.
Chris@74 160 * Calculates the distance to all frames stored in the
Chris@74 161 * otherMatcher and stores in the distance matrix, before
Chris@74 162 * updating the optimal path matrix using the dynamic time
Chris@74 163 * warping algorithm.
Chris@74 164 *
Chris@104 165 * The supplied features must always be of the same size (within
Chris@104 166 * any pair of Matcher objects).
Chris@74 167 */
Chris@74 168 void consumeFeatureVector(std::vector<double> feature);
Chris@72 169
Chris@72 170 /** Tests whether a location is in range in the minimum cost matrix.
Chris@72 171 *
Chris@72 172 * @param i the frame number of this Matcher
Chris@72 173 * @param j the frame number of the other Matcher
Chris@72 174 * @return true if the location is in range
Chris@72 175 */
Chris@72 176 bool isInRange(int i, int j);
Chris@72 177
Chris@72 178 /** Tests whether a location is available in the minimum cost matrix.
Chris@72 179 *
Chris@72 180 * @param i the frame number of this Matcher
Chris@72 181 * @param j the frame number of the other Matcher
Chris@72 182 * @return true if the location is in range and contains a valid cost
Chris@72 183 */
Chris@72 184 bool isAvailable(int i, int j);
Chris@72 185
Chris@72 186 /** Returns the valid range of frames in the other Matcher for the
Chris@72 187 * given frame in this Matcher's minimum cost matrix.
Chris@72 188 *
Chris@72 189 * @param i the frame number of this Matcher
Chris@72 190 * @return the first, last pair of frame numbers for the other
Chris@72 191 * Matcher. Note that the last frame is exclusive (last valid
Chris@72 192 * frame + 1).
Chris@72 193 */
Chris@72 194 std::pair<int, int> getColRange(int i);
Chris@72 195
Chris@72 196 /** Returns the valid range of frames in this Matcher for the
Chris@72 197 * given frame in the other Matcher's minimum cost matrix.
Chris@72 198 *
Chris@72 199 * @param i the frame number of the other Matcher
Chris@72 200 * @return the first, last pair of frame numbers for this
Chris@72 201 * Matcher. Note that the last frame is exclusive (last valid
Chris@72 202 * frame + 1).
Chris@72 203 */
Chris@72 204 std::pair<int, int> getRowRange(int i);
Chris@72 205
Chris@72 206 /** Retrieves a value from the distance matrix.
Chris@72 207 *
Chris@72 208 * @param i the frame number of this Matcher
Chris@72 209 * @param j the frame number of the other Matcher
Chris@72 210 * @return the distance metric at this location
Chris@72 211 */
Chris@72 212 float getDistance(int i, int j);
Chris@72 213
Chris@72 214 /** Sets a value to the distance matrix.
Chris@72 215 *
Chris@72 216 * @param i the frame number of this Matcher
Chris@72 217 * @param j the frame number of the other Matcher
Chris@72 218 * @param value the distance metric to set for this location
Chris@72 219 */
Chris@96 220 void setDistance(int i, int j, float distance);
Chris@72 221
Chris@72 222 /** Retrieves a value from the minimum cost matrix.
Chris@72 223 *
Chris@72 224 * @param i the frame number of this Matcher
Chris@72 225 * @param j the frame number of the other Matcher
Chris@72 226 * @return the cost of the minimum cost path to this location
Chris@72 227 */
Chris@72 228 double getPathCost(int i, int j);
Chris@72 229
Chris@72 230 /** Sets a value and an advance direction to the minimum cost matrix.
Chris@72 231 *
Chris@72 232 * @param i the frame number of this Matcher
Chris@72 233 * @param j the frame number of the other Matcher
Chris@72 234 * @param dir the direction from which this position is reached with
Chris@72 235 * minimum cost
Chris@72 236 * @param value the cost of the minimum cost path to set for this location
Chris@72 237 */
Chris@72 238 void setPathCost(int i, int j, Advance dir, double value);
Chris@72 239
Chris@72 240 /** Retrieves an advance direction from the matrix.
Chris@72 241 *
Chris@72 242 * @param i the frame number of this Matcher
Chris@72 243 * @param j the frame number of the other Matcher
Chris@72 244 * @return the direction from which this position is reached with
Chris@72 245 * minimum cost
Chris@72 246 */
Chris@72 247 Advance getAdvance(int i, int j);
Chris@72 248
cannam@0 249 protected:
Chris@38 250 /** Create internal structures and reset. */
cannam@0 251 void init();
cannam@0 252
Chris@38 253 /** The distXSize value has changed: resize internal buffers. */
Chris@41 254 void size();
cannam@0 255
Chris@71 256 /** Updates an entry in the distance matrix and the optimal path matrix.
cannam@0 257 *
cannam@0 258 * @param i the frame number of this Matcher
cannam@0 259 * @param j the frame number of the other Matcher
cannam@0 260 * @param dir the direction from which this position is reached with
cannam@0 261 * minimum cost
cannam@0 262 * @param value the cost of the minimum path except the current step
cannam@0 263 * @param dMN the distance cost between the two frames
cannam@0 264 */
Chris@71 265 void updateValue(int i, int j, Advance dir, double value, float dMN);
cannam@0 266
Chris@21 267 void calcAdvance();
Chris@21 268
Chris@42 269 /** Points to the other performance with which this one is being
Chris@42 270 * compared. The data for the distance metric and the dynamic
Chris@42 271 * time warping is shared between the two matchers. In the
Chris@42 272 * original version, only one of the two performance matchers
Chris@42 273 * contained the distance metric. (See <code>first</code>)
Chris@42 274 */
Chris@43 275 Matcher *m_otherMatcher;
Chris@42 276
Chris@42 277 /** Indicates which performance is considered primary (the
Chris@42 278 * score). This is the performance shown on the vertical axis,
Chris@42 279 * and referred to as "this" in the codes for the direction of
Chris@42 280 * DTW steps. */
Chris@43 281 bool m_firstPM;
Chris@42 282
Chris@42 283 /** Configuration parameters */
Chris@43 284 Parameters m_params;
Chris@42 285
Chris@42 286 /** Width of the search band in FFT frames (see <code>blockTime</code>) */
Chris@43 287 int m_blockSize;
Chris@42 288
Chris@42 289 /** The number of frames of audio data which have been read. */
Chris@43 290 int m_frameCount;
Chris@42 291
Chris@42 292 /** The number of frames sequentially processed by this matcher,
Chris@42 293 * without a frame of the other matcher being processed.
Chris@42 294 */
Chris@43 295 int m_runCount;
Chris@42 296
Chris@50 297 /** A block of previously seen feature frames is stored in this
Chris@50 298 * structure for calculation of the distance matrix as the new
Chris@50 299 * frames are received. One can think of the structure of the
Chris@50 300 * array as a circular buffer of vectors. */
Chris@43 301 vector<vector<double> > m_frames;
Chris@42 302
Chris@42 303 /** The best path cost matrix. */
Chris@53 304 vector<vector<double> > m_bestPathCost;
Chris@42 305
Chris@42 306 /** The distance matrix. */
Chris@45 307 vector<vector<float> > m_distance;
Chris@42 308
Chris@45 309 /** The advance direction matrix. */
Chris@45 310 vector<vector<Advance> > m_advance;
Chris@45 311
Chris@45 312 /** The bounds of each row of data in the distance, path cost, and
Chris@45 313 * advance direction matrices.*/
Chris@43 314 vector<int> m_first;
Chris@43 315 vector<int> m_last;
Chris@42 316
Chris@45 317 /** Width of distance, path cost, and advance direction matrices
Chris@45 318 * and first and last vectors */
Chris@43 319 int m_distXSize;
Chris@42 320
Chris@43 321 bool m_initialised;
Chris@42 322
Chris@43 323 DistanceMetric m_metric;
Chris@78 324 };
cannam@0 325
cannam@0 326 #endif