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@45
|
45
|
Chris@15
|
46 struct Parameters {
|
Chris@15
|
47
|
Chris@15
|
48 Parameters(float rate_, double hopTime_, int fftSize_) :
|
Chris@15
|
49 sampleRate(rate_),
|
Chris@26
|
50 distanceNorm(DistanceMetric::NormaliseDistanceToLogSum),
|
Chris@15
|
51 hopTime(hopTime_),
|
Chris@15
|
52 fftSize(fftSize_),
|
Chris@15
|
53 blockTime(10.0),
|
Chris@15
|
54 maxRunCount(3)
|
Chris@15
|
55 {}
|
Chris@15
|
56
|
Chris@15
|
57 /** Sample rate of audio */
|
Chris@15
|
58 float sampleRate;
|
Chris@15
|
59
|
Chris@15
|
60 /** Type of distance metric normalisation */
|
Chris@26
|
61 DistanceMetric::DistanceNormalisation distanceNorm;
|
Chris@15
|
62
|
Chris@15
|
63 /** Spacing of audio frames (determines the amount of overlap or
|
Chris@15
|
64 * skip between frames). This value is expressed in
|
Chris@15
|
65 * seconds. */
|
Chris@15
|
66 double hopTime;
|
Chris@38
|
67
|
Chris@15
|
68 /** Size of an FFT frame in samples. Note that the data passed
|
Chris@15
|
69 * in to Matcher is already in the frequency domain, so this
|
Chris@15
|
70 * expresses the size of the frame that the caller will be
|
Chris@38
|
71 * providing. */
|
Chris@15
|
72 int fftSize;
|
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@15
|
86 };
|
Chris@15
|
87
|
cannam@0
|
88 /** Constructor for Matcher.
|
Chris@74
|
89 *
|
Chris@74
|
90 * A Matcher expects to be provided with feature vectors
|
Chris@74
|
91 * calculated by some external code (for example, a
|
Chris@74
|
92 * FeatureExtractor). Call consumeFeatureVector to provide each
|
Chris@74
|
93 * feature frame.
|
Chris@23
|
94 *
|
Chris@23
|
95 * @param p The Matcher representing the performance with which
|
Chris@23
|
96 * this one is going to be matched. Some information is shared
|
Chris@23
|
97 * between the two matchers (currently one possesses the distance
|
Chris@23
|
98 * matrix and optimal path matrix).
|
Chris@23
|
99 *
|
Chris@74
|
100 * @param featureSize Number of values in each of the feature
|
Chris@74
|
101 * vectors that will be provided.
|
Chris@23
|
102 */
|
Chris@23
|
103 Matcher(Parameters parameters, Matcher *p, int featureSize);
|
Chris@23
|
104
|
Chris@78
|
105 /** Destructor for Matcher.
|
Chris@78
|
106 */
|
cannam@0
|
107 ~Matcher();
|
cannam@0
|
108
|
cannam@0
|
109 /** Adds a link to the Matcher object representing the performance
|
cannam@0
|
110 * which is going to be matched to this one.
|
cannam@0
|
111 *
|
cannam@0
|
112 * @param p the Matcher representing the other performance
|
cannam@0
|
113 */
|
cannam@0
|
114 void setOtherMatcher(Matcher *p) {
|
Chris@43
|
115 m_otherMatcher = p;
|
Chris@74
|
116 }
|
cannam@0
|
117
|
Chris@78
|
118 int getBlockSize() {
|
Chris@78
|
119 return m_blockSize;
|
Chris@78
|
120 }
|
Chris@78
|
121
|
Chris@78
|
122 bool isOverrunning() {
|
Chris@78
|
123 return m_runCount >= m_params.maxRunCount;
|
Chris@78
|
124 }
|
Chris@78
|
125
|
cannam@0
|
126 int getFrameCount() {
|
Chris@43
|
127 return m_frameCount;
|
cannam@0
|
128 }
|
cannam@0
|
129
|
Chris@72
|
130 int getOtherFrameCount() {
|
Chris@72
|
131 return m_otherMatcher->getFrameCount();
|
Chris@72
|
132 }
|
Chris@74
|
133
|
Chris@74
|
134 /** Processes a feature vector frame, presumably calculated from
|
Chris@74
|
135 * audio data by some external code such as a FeatureExtractor.
|
Chris@74
|
136 * Calculates the distance to all frames stored in the
|
Chris@74
|
137 * otherMatcher and stores in the distance matrix, before
|
Chris@74
|
138 * updating the optimal path matrix using the dynamic time
|
Chris@74
|
139 * warping algorithm.
|
Chris@74
|
140 *
|
Chris@74
|
141 * The supplied feature must be of the size that was passed as
|
Chris@74
|
142 * featureSize to the constructor.
|
Chris@74
|
143 */
|
Chris@74
|
144 void consumeFeatureVector(std::vector<double> feature);
|
Chris@72
|
145
|
Chris@72
|
146 /** Tests whether a location is in range in the minimum cost matrix.
|
Chris@72
|
147 *
|
Chris@72
|
148 * @param i the frame number of this Matcher
|
Chris@72
|
149 * @param j the frame number of the other Matcher
|
Chris@72
|
150 * @return true if the location is in range
|
Chris@72
|
151 */
|
Chris@72
|
152 bool isInRange(int i, int j);
|
Chris@72
|
153
|
Chris@72
|
154 /** Tests whether a location is available in the minimum cost matrix.
|
Chris@72
|
155 *
|
Chris@72
|
156 * @param i the frame number of this Matcher
|
Chris@72
|
157 * @param j the frame number of the other Matcher
|
Chris@72
|
158 * @return true if the location is in range and contains a valid cost
|
Chris@72
|
159 */
|
Chris@72
|
160 bool isAvailable(int i, int j);
|
Chris@72
|
161
|
Chris@72
|
162 /** Returns the valid range of frames in the other Matcher for the
|
Chris@72
|
163 * given frame in this Matcher's minimum cost matrix.
|
Chris@72
|
164 *
|
Chris@72
|
165 * @param i the frame number of this Matcher
|
Chris@72
|
166 * @return the first, last pair of frame numbers for the other
|
Chris@72
|
167 * Matcher. Note that the last frame is exclusive (last valid
|
Chris@72
|
168 * frame + 1).
|
Chris@72
|
169 */
|
Chris@72
|
170 std::pair<int, int> getColRange(int i);
|
Chris@72
|
171
|
Chris@72
|
172 /** Returns the valid range of frames in this Matcher for the
|
Chris@72
|
173 * given frame in the other Matcher's minimum cost matrix.
|
Chris@72
|
174 *
|
Chris@72
|
175 * @param i the frame number of the other Matcher
|
Chris@72
|
176 * @return the first, last pair of frame numbers for this
|
Chris@72
|
177 * Matcher. Note that the last frame is exclusive (last valid
|
Chris@72
|
178 * frame + 1).
|
Chris@72
|
179 */
|
Chris@72
|
180 std::pair<int, int> getRowRange(int i);
|
Chris@72
|
181
|
Chris@72
|
182 /** Retrieves a value from the distance matrix.
|
Chris@72
|
183 *
|
Chris@72
|
184 * @param i the frame number of this Matcher
|
Chris@72
|
185 * @param j the frame number of the other Matcher
|
Chris@72
|
186 * @return the distance metric at this location
|
Chris@72
|
187 */
|
Chris@72
|
188 float getDistance(int i, int j);
|
Chris@72
|
189
|
Chris@72
|
190 /** Sets a value to the distance matrix.
|
Chris@72
|
191 *
|
Chris@72
|
192 * @param i the frame number of this Matcher
|
Chris@72
|
193 * @param j the frame number of the other Matcher
|
Chris@72
|
194 * @param value the distance metric to set for this location
|
Chris@72
|
195 */
|
Chris@72
|
196 void setDistance(int i, int j, float value);
|
Chris@72
|
197
|
Chris@72
|
198 /** Retrieves a value from the minimum cost matrix.
|
Chris@72
|
199 *
|
Chris@72
|
200 * @param i the frame number of this Matcher
|
Chris@72
|
201 * @param j the frame number of the other Matcher
|
Chris@72
|
202 * @return the cost of the minimum cost path to this location
|
Chris@72
|
203 */
|
Chris@72
|
204 double getPathCost(int i, int j);
|
Chris@72
|
205
|
Chris@72
|
206 /** Sets a value and an advance direction to the minimum cost 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 * @param dir the direction from which this position is reached with
|
Chris@72
|
211 * minimum cost
|
Chris@72
|
212 * @param value the cost of the minimum cost path to set for this location
|
Chris@72
|
213 */
|
Chris@72
|
214 void setPathCost(int i, int j, Advance dir, double value);
|
Chris@72
|
215
|
Chris@72
|
216 /** Retrieves an advance direction from the matrix.
|
Chris@72
|
217 *
|
Chris@72
|
218 * @param i the frame number of this Matcher
|
Chris@72
|
219 * @param j the frame number of the other Matcher
|
Chris@72
|
220 * @return the direction from which this position is reached with
|
Chris@72
|
221 * minimum cost
|
Chris@72
|
222 */
|
Chris@72
|
223 Advance getAdvance(int i, int j);
|
Chris@72
|
224
|
cannam@0
|
225 protected:
|
Chris@38
|
226 /** Create internal structures and reset. */
|
cannam@0
|
227 void init();
|
cannam@0
|
228
|
Chris@38
|
229 /** The distXSize value has changed: resize internal buffers. */
|
Chris@41
|
230 void size();
|
cannam@0
|
231
|
Chris@71
|
232 /** Updates an entry in the distance matrix and the optimal path matrix.
|
cannam@0
|
233 *
|
cannam@0
|
234 * @param i the frame number of this Matcher
|
cannam@0
|
235 * @param j the frame number of the other Matcher
|
cannam@0
|
236 * @param dir the direction from which this position is reached with
|
cannam@0
|
237 * minimum cost
|
cannam@0
|
238 * @param value the cost of the minimum path except the current step
|
cannam@0
|
239 * @param dMN the distance cost between the two frames
|
cannam@0
|
240 */
|
Chris@71
|
241 void updateValue(int i, int j, Advance dir, double value, float dMN);
|
cannam@0
|
242
|
Chris@21
|
243 void calcAdvance();
|
Chris@21
|
244
|
Chris@42
|
245 /** Points to the other performance with which this one is being
|
Chris@42
|
246 * compared. The data for the distance metric and the dynamic
|
Chris@42
|
247 * time warping is shared between the two matchers. In the
|
Chris@42
|
248 * original version, only one of the two performance matchers
|
Chris@42
|
249 * contained the distance metric. (See <code>first</code>)
|
Chris@42
|
250 */
|
Chris@43
|
251 Matcher *m_otherMatcher;
|
Chris@42
|
252
|
Chris@42
|
253 /** Indicates which performance is considered primary (the
|
Chris@42
|
254 * score). This is the performance shown on the vertical axis,
|
Chris@42
|
255 * and referred to as "this" in the codes for the direction of
|
Chris@42
|
256 * DTW steps. */
|
Chris@43
|
257 bool m_firstPM;
|
Chris@42
|
258
|
Chris@42
|
259 /** Configuration parameters */
|
Chris@43
|
260 Parameters m_params;
|
Chris@42
|
261
|
Chris@42
|
262 /** Width of the search band in FFT frames (see <code>blockTime</code>) */
|
Chris@43
|
263 int m_blockSize;
|
Chris@42
|
264
|
Chris@42
|
265 /** The number of frames of audio data which have been read. */
|
Chris@43
|
266 int m_frameCount;
|
Chris@42
|
267
|
Chris@42
|
268 /** The number of frames sequentially processed by this matcher,
|
Chris@42
|
269 * without a frame of the other matcher being processed.
|
Chris@42
|
270 */
|
Chris@43
|
271 int m_runCount;
|
Chris@42
|
272
|
Chris@42
|
273 /** The number of values in a feature vector. */
|
Chris@43
|
274 int m_featureSize;
|
Chris@42
|
275
|
Chris@50
|
276 /** A block of previously seen feature frames is stored in this
|
Chris@50
|
277 * structure for calculation of the distance matrix as the new
|
Chris@50
|
278 * frames are received. One can think of the structure of the
|
Chris@50
|
279 * array as a circular buffer of vectors. */
|
Chris@43
|
280 vector<vector<double> > m_frames;
|
Chris@42
|
281
|
Chris@42
|
282 /** The best path cost matrix. */
|
Chris@53
|
283 vector<vector<double> > m_bestPathCost;
|
Chris@42
|
284
|
Chris@42
|
285 /** The distance matrix. */
|
Chris@45
|
286 vector<vector<float> > m_distance;
|
Chris@42
|
287
|
Chris@45
|
288 /** The advance direction matrix. */
|
Chris@45
|
289 vector<vector<Advance> > m_advance;
|
Chris@45
|
290
|
Chris@45
|
291 /** The bounds of each row of data in the distance, path cost, and
|
Chris@45
|
292 * advance direction matrices.*/
|
Chris@43
|
293 vector<int> m_first;
|
Chris@43
|
294 vector<int> m_last;
|
Chris@42
|
295
|
Chris@45
|
296 /** Width of distance, path cost, and advance direction matrices
|
Chris@45
|
297 * and first and last vectors */
|
Chris@43
|
298 int m_distXSize;
|
Chris@42
|
299
|
Chris@43
|
300 bool m_initialised;
|
Chris@42
|
301
|
Chris@43
|
302 DistanceMetric m_metric;
|
Chris@78
|
303 };
|
cannam@0
|
304
|
cannam@0
|
305 #endif
|