annotate src/Matcher.cpp @ 202:b5deca82e074 memory

Stats
author Chris Cannam
date Fri, 27 Feb 2015 11:38:04 +0000
parents f415747b151b
children 3662865740da
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 #include "Matcher.h"
cannam@0 18
cannam@0 19 #include <iostream>
cannam@0 20
cannam@4 21 #include <cstdlib>
Chris@16 22 #include <cassert>
cannam@4 23
Chris@72 24 using namespace std;
Chris@72 25
Chris@10 26 //#define DEBUG_MATCHER 1
Chris@10 27
Chris@143 28 Matcher::Matcher(Parameters parameters, DistanceMetric::Parameters dparams,
Chris@143 29 Matcher *p) :
Chris@43 30 m_params(parameters),
Chris@143 31 m_metric(dparams)
Chris@23 32 {
Chris@23 33 #ifdef DEBUG_MATCHER
Chris@143 34 cerr << "*** Matcher: hopTime = " << parameters.hopTime
Chris@140 35 << ", blockTime = " << parameters.blockTime
Chris@140 36 << ", maxRunCount = " << parameters.maxRunCount
Chris@140 37 << ", diagonalWeight = " << parameters.diagonalWeight << endl;
Chris@23 38 #endif
Chris@140 39
Chris@43 40 m_otherMatcher = p; // the first matcher will need this to be set later
Chris@43 41 m_firstPM = (!p);
Chris@43 42 m_frameCount = 0;
Chris@43 43 m_runCount = 0;
Chris@43 44 m_blockSize = 0;
Chris@202 45 m_distXSize = 0;
cannam@0 46
Chris@180 47 m_blockSize = int(m_params.blockTime / m_params.hopTime + 0.5);
Chris@15 48 #ifdef DEBUG_MATCHER
Chris@43 49 cerr << "Matcher: m_blockSize = " << m_blockSize << endl;
Chris@15 50 #endif
cannam@0 51
Chris@43 52 m_initialised = false;
Chris@23 53 }
cannam@0 54
cannam@0 55 Matcher::~Matcher()
cannam@0 56 {
Chris@10 57 #ifdef DEBUG_MATCHER
Chris@15 58 cerr << "Matcher(" << this << ")::~Matcher()" << endl;
Chris@10 59 #endif
cannam@0 60 }
cannam@0 61
cannam@0 62 void
cannam@0 63 Matcher::init()
cannam@0 64 {
Chris@43 65 if (m_initialised) return;
cannam@0 66
Chris@182 67 m_features = featureseq_t(m_blockSize);
cannam@0 68
Chris@43 69 m_distXSize = m_blockSize * 2;
Chris@45 70
Chris@41 71 size();
cannam@0 72
Chris@43 73 m_frameCount = 0;
Chris@43 74 m_runCount = 0;
Chris@38 75
Chris@43 76 m_initialised = true;
Chris@16 77 }
Chris@16 78
Chris@87 79 bool
Chris@154 80 Matcher::isRowAvailable(int i)
Chris@154 81 {
Chris@154 82 if (i < 0 || i >= int(m_first.size())) return false;
Chris@154 83
Chris@154 84 for (int j = m_first[i]; j < int(m_first[i] + m_bestPathCost[i].size()); ++j) {
Chris@154 85 if (isAvailable(i, j)) {
Chris@154 86 return true;
Chris@154 87 }
Chris@154 88 }
Chris@154 89
Chris@154 90 return false;
Chris@154 91 }
Chris@154 92
Chris@154 93 bool
Chris@154 94 Matcher::isColAvailable(int i)
Chris@154 95 {
Chris@154 96 return m_otherMatcher->isRowAvailable(i);
Chris@154 97 }
Chris@154 98
Chris@154 99 bool
Chris@87 100 Matcher::isInRange(int i, int j)
Chris@87 101 {
Chris@87 102 if (m_firstPM) {
Chris@87 103 return ((i >= 0) &&
Chris@87 104 (i < int(m_first.size())) &&
Chris@87 105 (j >= m_first[i]) &&
Chris@87 106 (j < int(m_first[i] + m_bestPathCost[i].size())));
Chris@87 107 } else {
Chris@87 108 return m_otherMatcher->isInRange(j, i);
Chris@87 109 }
Chris@87 110 }
Chris@87 111
Chris@87 112 bool
Chris@87 113 Matcher::isAvailable(int i, int j)
Chris@87 114 {
Chris@87 115 if (m_firstPM) {
Chris@87 116 if (isInRange(i, j)) {
Chris@87 117 return (m_bestPathCost[i][j - m_first[i]] >= 0);
Chris@87 118 } else {
Chris@87 119 return false;
Chris@87 120 }
Chris@87 121 } else {
Chris@87 122 return m_otherMatcher->isAvailable(j, i);
Chris@87 123 }
Chris@87 124 }
Chris@87 125
Chris@87 126 pair<int, int>
Chris@87 127 Matcher::getColRange(int i)
Chris@87 128 {
Chris@87 129 if (i < 0 || i >= int(m_first.size())) {
Chris@87 130 cerr << "ERROR: Matcher::getColRange(" << i << "): Index out of range"
Chris@87 131 << endl;
Chris@87 132 throw "Index out of range";
Chris@87 133 } else {
Chris@87 134 return pair<int, int>(m_first[i], m_last[i]);
Chris@87 135 }
Chris@87 136 }
Chris@87 137
Chris@87 138 pair<int, int>
Chris@87 139 Matcher::getRowRange(int i)
Chris@87 140 {
Chris@87 141 return m_otherMatcher->getColRange(i);
Chris@87 142 }
Chris@87 143
Chris@182 144 distance_t
Chris@87 145 Matcher::getDistance(int i, int j)
Chris@87 146 {
Chris@87 147 if (m_firstPM) {
Chris@87 148 if (!isInRange(i, j)) {
Chris@87 149 cerr << "ERROR: Matcher::getDistance(" << i << ", " << j << "): "
Chris@87 150 << "Location is not in range" << endl;
Chris@87 151 throw "Distance not available";
Chris@87 152 }
Chris@182 153 distance_t dist = m_distance[i][j - m_first[i]];
Chris@183 154 if (dist == InvalidDistance) {
Chris@87 155 cerr << "ERROR: Matcher::getDistance(" << i << ", " << j << "): "
Chris@87 156 << "Location is in range, but distance ("
Chris@191 157 << distance_print_t(dist)
Chris@191 158 << ") is invalid or has not been set" << endl;
Chris@87 159 throw "Distance not available";
Chris@87 160 }
Chris@87 161 return dist;
Chris@87 162 } else {
Chris@87 163 return m_otherMatcher->getDistance(j, i);
Chris@87 164 }
Chris@87 165 }
Chris@87 166
Chris@87 167 void
Chris@182 168 Matcher::setDistance(int i, int j, distance_t distance)
Chris@87 169 {
Chris@87 170 if (m_firstPM) {
Chris@87 171 if (!isInRange(i, j)) {
Chris@87 172 cerr << "ERROR: Matcher::setDistance(" << i << ", " << j << ", "
Chris@191 173 << distance_print_t(distance)
Chris@191 174 << "): Location is out of range" << endl;
Chris@87 175 throw "Indices out of range";
Chris@87 176 }
Chris@87 177 m_distance[i][j - m_first[i]] = distance;
Chris@87 178 } else {
Chris@87 179 m_otherMatcher->setDistance(j, i, distance);
Chris@87 180 }
Chris@87 181 }
Chris@87 182
Chris@191 183 normpathcost_t
Chris@135 184 Matcher::getNormalisedPathCost(int i, int j)
Chris@135 185 {
Chris@135 186 // normalised for path length. 1+ prevents division by zero here
Chris@191 187 return normpathcost_t(getPathCost(i, j)) / normpathcost_t(1 + i + j);
Chris@135 188 }
Chris@135 189
Chris@182 190 pathcost_t
Chris@87 191 Matcher::getPathCost(int i, int j)
Chris@87 192 {
Chris@87 193 if (m_firstPM) {
Chris@87 194 if (!isAvailable(i, j)) {
Chris@87 195 if (!isInRange(i, j)) {
Chris@87 196 cerr << "ERROR: Matcher::getPathCost(" << i << ", " << j << "): "
Chris@87 197 << "Location is not in range" << endl;
Chris@87 198 } else {
Chris@87 199 cerr << "ERROR: Matcher::getPathCost(" << i << ", " << j << "): "
Chris@87 200 << "Location is in range, but pathCost ("
Chris@87 201 << m_bestPathCost[i][j - m_first[i]]
Chris@87 202 << ") is invalid or has not been set" << endl;
Chris@87 203 }
Chris@87 204 throw "Path cost not available";
Chris@87 205 }
Chris@87 206 return m_bestPathCost[i][j - m_first[i]];
Chris@87 207 } else {
Chris@87 208 return m_otherMatcher->getPathCost(j, i);
Chris@87 209 }
Chris@87 210 }
Chris@87 211
Chris@87 212 void
Chris@182 213 Matcher::setPathCost(int i, int j, advance_t dir, pathcost_t pathCost)
Chris@87 214 {
Chris@87 215 if (m_firstPM) {
Chris@87 216 if (!isInRange(i, j)) {
Chris@87 217 cerr << "ERROR: Matcher::setPathCost(" << i << ", " << j << ", "
Chris@87 218 << dir << ", " << pathCost
Chris@87 219 << "): Location is out of range" << endl;
Chris@87 220 throw "Indices out of range";
Chris@87 221 }
Chris@87 222 m_advance[i][j - m_first[i]] = dir;
Chris@87 223 m_bestPathCost[i][j - m_first[i]] = pathCost;
Chris@87 224 } else {
Chris@87 225 if (dir == AdvanceThis) {
Chris@87 226 dir = AdvanceOther;
Chris@87 227 } else if (dir == AdvanceOther) {
Chris@87 228 dir = AdvanceThis;
Chris@87 229 }
Chris@87 230 m_otherMatcher->setPathCost(j, i, dir, pathCost);
Chris@87 231 }
Chris@87 232 }
Chris@87 233
cannam@0 234 void
Chris@41 235 Matcher::size()
cannam@0 236 {
Chris@43 237 int distSize = (m_params.maxRunCount + 1) * m_blockSize;
Chris@183 238 m_bestPathCost.resize(m_distXSize, pathcostvec_t(distSize, InvalidPathCost));
Chris@183 239 m_distance.resize(m_distXSize, distancevec_t(distSize, InvalidDistance));
Chris@182 240 m_advance.resize(m_distXSize, advancevec_t(distSize, AdvanceNone));
Chris@43 241 m_first.resize(m_distXSize, 0);
Chris@43 242 m_last.resize(m_distXSize, 0);
Chris@38 243 }
cannam@0 244
Chris@23 245 void
Chris@182 246 Matcher::consumeFeatureVector(const feature_t &feature)
Chris@23 247 {
Chris@43 248 if (!m_initialised) init();
Chris@43 249 int frameIndex = m_frameCount % m_blockSize;
Chris@182 250 m_features[frameIndex] = feature;
Chris@23 251 calcAdvance();
Chris@21 252 }
Chris@21 253
Chris@21 254 void
Chris@21 255 Matcher::calcAdvance()
Chris@21 256 {
Chris@43 257 int frameIndex = m_frameCount % m_blockSize;
Chris@21 258
Chris@43 259 if (m_frameCount >= m_distXSize) {
Chris@43 260 m_distXSize *= 2;
Chris@41 261 size();
cannam@0 262 }
cannam@0 263
Chris@43 264 if (m_firstPM && (m_frameCount >= m_blockSize)) {
cannam@0 265
Chris@43 266 int len = m_last[m_frameCount - m_blockSize] -
Chris@43 267 m_first[m_frameCount - m_blockSize];
cannam@0 268
Chris@43 269 // We need to copy distance[m_frameCount-m_blockSize] to
Chris@43 270 // distance[m_frameCount], and then truncate
Chris@43 271 // distance[m_frameCount-m_blockSize] to its first len elements.
cannam@0 272 // Same for bestPathCost.
cannam@0 273
Chris@182 274 distancevec_t dOld(m_distance[m_frameCount - m_blockSize]);
Chris@183 275 distancevec_t dNew(len, InvalidDistance);
cannam@0 276
Chris@182 277 pathcostvec_t bpcOld(m_bestPathCost[m_frameCount - m_blockSize]);
Chris@183 278 pathcostvec_t bpcNew(len, InvalidPathCost);
Chris@69 279
Chris@182 280 advancevec_t adOld(m_advance[m_frameCount - m_blockSize]);
Chris@182 281 advancevec_t adNew(len, AdvanceNone);
Chris@69 282
Chris@69 283 for (int i = 0; i < len; ++i) {
Chris@69 284 dNew[i] = dOld[i];
Chris@69 285 bpcNew[i] = bpcOld[i];
Chris@69 286 adNew[i] = adOld[i];
Chris@69 287 }
Chris@45 288
Chris@69 289 m_distance[m_frameCount] = dOld;
Chris@69 290 m_distance[m_frameCount - m_blockSize] = dNew;
Chris@69 291
Chris@69 292 m_bestPathCost[m_frameCount] = bpcOld;
Chris@69 293 m_bestPathCost[m_frameCount - m_blockSize] = bpcNew;
Chris@69 294
Chris@69 295 m_advance[m_frameCount] = adOld;
Chris@69 296 m_advance[m_frameCount - m_blockSize] = adNew;
cannam@0 297 }
cannam@0 298
Chris@43 299 int stop = m_otherMatcher->m_frameCount;
Chris@43 300 int index = stop - m_blockSize;
Chris@86 301 if (index < 0) index = 0;
Chris@86 302
Chris@43 303 m_first[m_frameCount] = index;
Chris@43 304 m_last[m_frameCount] = stop;
cannam@0 305
cannam@0 306 for ( ; index < stop; index++) {
Chris@26 307
Chris@188 308 distance_t distance = m_metric.calcDistance
Chris@182 309 (m_features[frameIndex],
Chris@182 310 m_otherMatcher->m_features[index % m_blockSize]);
Chris@26 311
Chris@188 312 pathcost_t straightIncrement(distance);
Chris@188 313 pathcost_t diagIncrement = pathcost_t(distance * m_params.diagonalWeight);
Chris@89 314
Chris@86 315 if ((m_frameCount == 0) && (index == 0)) { // first element
Chris@86 316
Chris@86 317 updateValue(0, 0, AdvanceNone,
Chris@86 318 0,
Chris@86 319 distance);
Chris@86 320
Chris@86 321 } else if (m_frameCount == 0) { // first row
Chris@86 322
Chris@71 323 updateValue(0, index, AdvanceOther,
Chris@86 324 getPathCost(0, index-1),
Chris@86 325 distance);
Chris@86 326
Chris@86 327 } else if (index == 0) { // first column
Chris@86 328
Chris@71 329 updateValue(m_frameCount, index, AdvanceThis,
Chris@86 330 getPathCost(m_frameCount - 1, 0),
Chris@86 331 distance);
Chris@86 332
Chris@86 333 } else if (index == m_otherMatcher->m_frameCount - m_blockSize) {
Chris@86 334
cannam@0 335 // missing value(s) due to cutoff
cannam@0 336 // - no previous value in current row (resp. column)
cannam@0 337 // - no diagonal value if prev. dir. == curr. dirn
Chris@86 338
Chris@182 339 pathcost_t min2 = getPathCost(m_frameCount - 1, index);
Chris@86 340
Chris@91 341 // cerr << "NOTE: missing value at i = " << m_frameCount << ", j = "
Chris@91 342 // << index << " (first = " << m_firstPM << ")" << endl;
Chris@86 343
Chris@43 344 // if ((m_firstPM && (first[m_frameCount - 1] == index)) ||
Chris@43 345 // (!m_firstPM && (m_last[index-1] < m_frameCount)))
Chris@86 346 if (m_first[m_frameCount - 1] == index) {
Chris@86 347
Chris@86 348 updateValue(m_frameCount, index, AdvanceThis,
Chris@86 349 min2, distance);
Chris@86 350
Chris@86 351 } else {
Chris@86 352
Chris@182 353 pathcost_t min1 = getPathCost(m_frameCount - 1, index - 1);
Chris@188 354 if (min1 + diagIncrement <= min2 + straightIncrement) {
Chris@86 355 updateValue(m_frameCount, index, AdvanceBoth,
Chris@86 356 min1, distance);
Chris@86 357 } else {
Chris@86 358 updateValue(m_frameCount, index, AdvanceThis,
Chris@86 359 min2, distance);
Chris@86 360 }
cannam@0 361 }
Chris@86 362
cannam@0 363 } else {
Chris@86 364
Chris@182 365 pathcost_t min1 = getPathCost(m_frameCount, index - 1);
Chris@182 366 pathcost_t min2 = getPathCost(m_frameCount - 1, index);
Chris@182 367 pathcost_t min3 = getPathCost(m_frameCount - 1, index - 1);
Chris@87 368
Chris@188 369 pathcost_t cost1 = min1 + straightIncrement;
Chris@188 370 pathcost_t cost2 = min2 + straightIncrement;
Chris@188 371 pathcost_t cost3 = min3 + diagIncrement;
Chris@93 372
Chris@93 373 // Choosing is easy if there is a strict cheapest of the
Chris@93 374 // three. If two or more share the lowest cost, we choose
Chris@93 375 // in order of preference: cost3 (AdvanceBoth), cost2
Chris@94 376 // (AdvanceThis), cost1 (AdvanceOther) if we are the first
Chris@94 377 // matcher; and cost3 (AdvanceBoth), cost1 (AdvanceOther),
Chris@94 378 // cost2 (AdvanceThis) if we are the second matcher. That
Chris@94 379 // is, we always prioritise the diagonal followed by the
Chris@94 380 // first matcher.
Chris@94 381
Chris@94 382 if (( m_firstPM && (cost1 < cost2)) ||
Chris@94 383 (!m_firstPM && (cost1 <= cost2))) {
Chris@89 384 if (cost3 <= cost1) {
Chris@86 385 updateValue(m_frameCount, index, AdvanceBoth,
Chris@86 386 min3, distance);
Chris@86 387 } else {
Chris@86 388 updateValue(m_frameCount, index, AdvanceOther,
Chris@86 389 min1, distance);
Chris@86 390 }
cannam@0 391 } else {
Chris@89 392 if (cost3 <= cost2) {
Chris@86 393 updateValue(m_frameCount, index, AdvanceBoth,
Chris@86 394 min3, distance);
Chris@86 395 } else {
Chris@86 396 updateValue(m_frameCount, index, AdvanceThis,
Chris@86 397 min2, distance);
Chris@86 398 }
cannam@0 399 }
cannam@0 400 }
Chris@86 401
Chris@43 402 m_otherMatcher->m_last[index]++;
cannam@0 403 } // loop for row (resp. column)
cannam@0 404
Chris@43 405 m_frameCount++;
Chris@43 406 m_runCount++;
cannam@0 407
Chris@43 408 m_otherMatcher->m_runCount = 0;
Chris@21 409 }
cannam@0 410
cannam@0 411 void
Chris@182 412 Matcher::updateValue(int i, int j, advance_t dir, pathcost_t value, distance_t distance)
cannam@0 413 {
Chris@188 414 pathcost_t increment = distance;
Chris@83 415 if (dir == AdvanceBoth) {
Chris@188 416 increment = pathcost_t(increment * m_params.diagonalWeight);
Chris@188 417 }
Chris@188 418
Chris@188 419 pathcost_t newValue = value + increment;
Chris@188 420 if (MaxPathCost - increment < value) {
Chris@188 421 cerr << "ERROR: Path cost overflow at i=" << i << ", j=" << j << ": "
Chris@188 422 << value << " + " << increment << " > " << MaxPathCost << endl;
Chris@188 423 newValue = MaxPathCost;
Chris@83 424 }
Chris@83 425
Chris@43 426 if (m_firstPM) {
Chris@45 427
Chris@96 428 setDistance(i, j, distance);
Chris@188 429 setPathCost(i, j, dir, newValue);
Chris@45 430
cannam@0 431 } else {
Chris@45 432
Chris@86 433 if (dir == AdvanceThis) dir = AdvanceOther;
Chris@86 434 else if (dir == AdvanceOther) dir = AdvanceThis;
Chris@84 435
Chris@43 436 int idx = i - m_otherMatcher->m_first[j];
Chris@45 437
Chris@188 438 if (idx < 0 || size_t(idx) == m_otherMatcher->m_distance[j].size()) {
cannam@0 439 // This should never happen, but if we allow arbitrary
cannam@0 440 // pauses in either direction, and arbitrary lengths at
cannam@0 441 // end, it is better than a segmentation fault.
Chris@72 442 cerr << "Emergency resize: " << idx << " -> " << idx * 2 << endl;
Chris@183 443 m_otherMatcher->m_bestPathCost[j].resize(idx * 2, InvalidPathCost);
Chris@183 444 m_otherMatcher->m_distance[j].resize(idx * 2, InvalidDistance);
Chris@46 445 m_otherMatcher->m_advance[j].resize(idx * 2, AdvanceNone);
cannam@0 446 }
Chris@45 447
Chris@96 448 m_otherMatcher->setDistance(j, i, distance);
Chris@188 449 m_otherMatcher->setPathCost(j, i, dir, newValue);
cannam@0 450 }
Chris@71 451 }
cannam@0 452
Chris@181 453 advance_t
Chris@72 454 Matcher::getAdvance(int i, int j)
Chris@72 455 {
Chris@72 456 if (m_firstPM) {
Chris@72 457 if (!isInRange(i, j)) {
Chris@72 458 cerr << "ERROR: Matcher::getAdvance(" << i << ", " << j << "): "
Chris@72 459 << "Location is not in range" << endl;
Chris@72 460 throw "Advance not available";
Chris@72 461 }
Chris@72 462 return m_advance[i][j - m_first[i]];
Chris@72 463 } else {
Chris@72 464 return m_otherMatcher->getAdvance(j, i);
Chris@72 465 }
Chris@72 466 }
Chris@202 467
Chris@202 468 static double k(size_t sz)
Chris@202 469 {
Chris@202 470 return double(sz) / 1024.0;
Chris@202 471 }
Chris@202 472
Chris@202 473 void
Chris@202 474 Matcher::printStats()
Chris@202 475 {
Chris@202 476 if (m_firstPM) cerr << endl;
Chris@202 477
Chris@202 478 cerr << "Matcher[" << this << "] (" << (m_firstPM ? "first" : "second") << "):" << endl;
Chris@202 479 cerr << "- block size " << m_blockSize << ", frame count " << m_frameCount << ", dist x size " << m_distXSize << ", initialised " << m_initialised << endl;
Chris@202 480
Chris@202 481 if (m_features.empty()) {
Chris@202 482 cerr << "- have no features yet" << endl;
Chris@202 483 } else {
Chris@202 484 cerr << "- have " << m_features.size() << " features of " << m_features[0].size() << " bins each (= "
Chris@202 485 << k(m_features.size() * m_features[0].size() * sizeof(featurebin_t)) << "K)" << endl;
Chris@202 486 }
Chris@202 487
Chris@202 488 size_t cells = 0;
Chris@202 489 for (const auto &d: m_distance) {
Chris@202 490 cells += d.size();
Chris@202 491 }
Chris@202 492 if (m_distance.empty()) {
Chris@202 493 cerr << "- have no cells in matrix" << endl;
Chris@202 494 } else {
Chris@202 495 cerr << "- have " << m_distance.size() << " cols in matrix with avg "
Chris@202 496 << double(cells) / m_distance.size() << " rows, total "
Chris@202 497 << cells << " cells" << endl;
Chris@202 498 cerr << "- path costs " << k(cells * sizeof(pathcost_t))
Chris@202 499 << "K, distances " << k(cells * sizeof(distance_t))
Chris@202 500 << "K, advances " << k(cells * sizeof(advance_t)) << "K" << endl;
Chris@202 501 }
Chris@202 502
Chris@202 503 if (m_firstPM && m_otherMatcher) {
Chris@202 504 m_otherMatcher->printStats();
Chris@202 505 cerr << endl;
Chris@202 506 }
Chris@202 507 }
Chris@202 508