annotate CepstrumPitchTracker.cpp @ 8:10dfd77951bf track

Experimental tracker (on branch)
author Chris Cannam
date Mon, 25 Jun 2012 15:28:51 +0100
parents
children 0510372cb340
rev   line source
Chris@8 1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
Chris@8 2 /*
Chris@8 3 Permission is hereby granted, free of charge, to any person
Chris@8 4 obtaining a copy of this software and associated documentation
Chris@8 5 files (the "Software"), to deal in the Software without
Chris@8 6 restriction, including without limitation the rights to use, copy,
Chris@8 7 modify, merge, publish, distribute, sublicense, and/or sell copies
Chris@8 8 of the Software, and to permit persons to whom the Software is
Chris@8 9 furnished to do so, subject to the following conditions:
Chris@8 10
Chris@8 11 The above copyright notice and this permission notice shall be
Chris@8 12 included in all copies or substantial portions of the Software.
Chris@8 13
Chris@8 14 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
Chris@8 15 EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
Chris@8 16 MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
Chris@8 17 NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR
Chris@8 18 ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
Chris@8 19 CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
Chris@8 20 WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Chris@8 21 */
Chris@8 22
Chris@8 23 #include "CepstrumPitchTracker.h"
Chris@8 24
Chris@8 25 #include <vector>
Chris@8 26 #include <algorithm>
Chris@8 27
Chris@8 28 #include <cstdio>
Chris@8 29 #include <cmath>
Chris@8 30 #include <complex>
Chris@8 31
Chris@8 32 using std::string;
Chris@8 33
Chris@8 34 CepstrumPitchTracker::CepstrumPitchTracker(float inputSampleRate) :
Chris@8 35 Plugin(inputSampleRate),
Chris@8 36 m_channels(0),
Chris@8 37 m_stepSize(256),
Chris@8 38 m_blockSize(1024),
Chris@8 39 m_fmin(50),
Chris@8 40 m_fmax(1000),
Chris@8 41 m_histlen(3),
Chris@8 42 m_binFrom(0),
Chris@8 43 m_binTo(0),
Chris@8 44 m_bins(0),
Chris@8 45 m_history(0)
Chris@8 46 {
Chris@8 47 }
Chris@8 48
Chris@8 49 CepstrumPitchTracker::~CepstrumPitchTracker()
Chris@8 50 {
Chris@8 51 if (m_history) {
Chris@8 52 for (int i = 0; i < m_histlen; ++i) {
Chris@8 53 delete[] m_history[i];
Chris@8 54 }
Chris@8 55 delete[] m_history;
Chris@8 56 }
Chris@8 57 }
Chris@8 58
Chris@8 59 string
Chris@8 60 CepstrumPitchTracker::getIdentifier() const
Chris@8 61 {
Chris@8 62 return "cepstrum-pitch";
Chris@8 63 }
Chris@8 64
Chris@8 65 string
Chris@8 66 CepstrumPitchTracker::getName() const
Chris@8 67 {
Chris@8 68 return "Cepstrum Pitch Tracker";
Chris@8 69 }
Chris@8 70
Chris@8 71 string
Chris@8 72 CepstrumPitchTracker::getDescription() const
Chris@8 73 {
Chris@8 74 return "Estimate f0 of monophonic material using a cepstrum method.";
Chris@8 75 }
Chris@8 76
Chris@8 77 string
Chris@8 78 CepstrumPitchTracker::getMaker() const
Chris@8 79 {
Chris@8 80 return "Chris Cannam";
Chris@8 81 }
Chris@8 82
Chris@8 83 int
Chris@8 84 CepstrumPitchTracker::getPluginVersion() const
Chris@8 85 {
Chris@8 86 // Increment this each time you release a version that behaves
Chris@8 87 // differently from the previous one
Chris@8 88 return 1;
Chris@8 89 }
Chris@8 90
Chris@8 91 string
Chris@8 92 CepstrumPitchTracker::getCopyright() const
Chris@8 93 {
Chris@8 94 return "Freely redistributable (BSD license)";
Chris@8 95 }
Chris@8 96
Chris@8 97 CepstrumPitchTracker::InputDomain
Chris@8 98 CepstrumPitchTracker::getInputDomain() const
Chris@8 99 {
Chris@8 100 return FrequencyDomain;
Chris@8 101 }
Chris@8 102
Chris@8 103 size_t
Chris@8 104 CepstrumPitchTracker::getPreferredBlockSize() const
Chris@8 105 {
Chris@8 106 return 1024;
Chris@8 107 }
Chris@8 108
Chris@8 109 size_t
Chris@8 110 CepstrumPitchTracker::getPreferredStepSize() const
Chris@8 111 {
Chris@8 112 return 256;
Chris@8 113 }
Chris@8 114
Chris@8 115 size_t
Chris@8 116 CepstrumPitchTracker::getMinChannelCount() const
Chris@8 117 {
Chris@8 118 return 1;
Chris@8 119 }
Chris@8 120
Chris@8 121 size_t
Chris@8 122 CepstrumPitchTracker::getMaxChannelCount() const
Chris@8 123 {
Chris@8 124 return 1;
Chris@8 125 }
Chris@8 126
Chris@8 127 CepstrumPitchTracker::ParameterList
Chris@8 128 CepstrumPitchTracker::getParameterDescriptors() const
Chris@8 129 {
Chris@8 130 ParameterList list;
Chris@8 131 return list;
Chris@8 132 }
Chris@8 133
Chris@8 134 float
Chris@8 135 CepstrumPitchTracker::getParameter(string identifier) const
Chris@8 136 {
Chris@8 137 return 0.f;
Chris@8 138 }
Chris@8 139
Chris@8 140 void
Chris@8 141 CepstrumPitchTracker::setParameter(string identifier, float value)
Chris@8 142 {
Chris@8 143 }
Chris@8 144
Chris@8 145 CepstrumPitchTracker::ProgramList
Chris@8 146 CepstrumPitchTracker::getPrograms() const
Chris@8 147 {
Chris@8 148 ProgramList list;
Chris@8 149 return list;
Chris@8 150 }
Chris@8 151
Chris@8 152 string
Chris@8 153 CepstrumPitchTracker::getCurrentProgram() const
Chris@8 154 {
Chris@8 155 return ""; // no programs
Chris@8 156 }
Chris@8 157
Chris@8 158 void
Chris@8 159 CepstrumPitchTracker::selectProgram(string name)
Chris@8 160 {
Chris@8 161 }
Chris@8 162
Chris@8 163 CepstrumPitchTracker::OutputList
Chris@8 164 CepstrumPitchTracker::getOutputDescriptors() const
Chris@8 165 {
Chris@8 166 OutputList outputs;
Chris@8 167
Chris@8 168 int n = 0;
Chris@8 169
Chris@8 170 OutputDescriptor d;
Chris@8 171
Chris@8 172 d.identifier = "f0";
Chris@8 173 d.name = "Estimated f0";
Chris@8 174 d.description = "Estimated fundamental frequency";
Chris@8 175 d.unit = "Hz";
Chris@8 176 d.hasFixedBinCount = true;
Chris@8 177 d.binCount = 1;
Chris@8 178 d.hasKnownExtents = true;
Chris@8 179 d.minValue = m_fmin;
Chris@8 180 d.maxValue = m_fmax;
Chris@8 181 d.isQuantized = false;
Chris@8 182 d.sampleType = OutputDescriptor::FixedSampleRate;
Chris@8 183 d.sampleRate = (m_inputSampleRate / m_stepSize);
Chris@8 184 d.hasDuration = false;
Chris@8 185 outputs.push_back(d);
Chris@8 186
Chris@8 187 return outputs;
Chris@8 188 }
Chris@8 189
Chris@8 190 bool
Chris@8 191 CepstrumPitchTracker::initialise(size_t channels, size_t stepSize, size_t blockSize)
Chris@8 192 {
Chris@8 193 if (channels < getMinChannelCount() ||
Chris@8 194 channels > getMaxChannelCount()) return false;
Chris@8 195
Chris@8 196 // std::cerr << "CepstrumPitchTracker::initialise: channels = " << channels
Chris@8 197 // << ", stepSize = " << stepSize << ", blockSize = " << blockSize
Chris@8 198 // << std::endl;
Chris@8 199
Chris@8 200 m_channels = channels;
Chris@8 201 m_stepSize = stepSize;
Chris@8 202 m_blockSize = blockSize;
Chris@8 203
Chris@8 204 m_binFrom = int(m_inputSampleRate / m_fmax);
Chris@8 205 m_binTo = int(m_inputSampleRate / m_fmin);
Chris@8 206
Chris@8 207 if (m_binTo >= (int)m_blockSize / 2) {
Chris@8 208 m_binTo = m_blockSize / 2 - 1;
Chris@8 209 }
Chris@8 210
Chris@8 211 m_bins = (m_binTo - m_binFrom) + 1;
Chris@8 212
Chris@8 213 m_history = new double *[m_histlen];
Chris@8 214 for (int i = 0; i < m_histlen; ++i) {
Chris@8 215 m_history[i] = new double[m_bins];
Chris@8 216 }
Chris@8 217
Chris@8 218 reset();
Chris@8 219
Chris@8 220 return true;
Chris@8 221 }
Chris@8 222
Chris@8 223 void
Chris@8 224 CepstrumPitchTracker::reset()
Chris@8 225 {
Chris@8 226 for (int i = 0; i < m_histlen; ++i) {
Chris@8 227 for (int j = 0; j < m_bins; ++j) {
Chris@8 228 m_history[i][j] = 0.0;
Chris@8 229 }
Chris@8 230 }
Chris@8 231 }
Chris@8 232
Chris@8 233 void
Chris@8 234 CepstrumPitchTracker::filter(const double *cep, double *result)
Chris@8 235 {
Chris@8 236 int hix = m_histlen - 1; // current history index
Chris@8 237
Chris@8 238 // roll back the history
Chris@8 239 if (m_histlen > 1) {
Chris@8 240 double *oldest = m_history[0];
Chris@8 241 for (int i = 1; i < m_histlen; ++i) {
Chris@8 242 m_history[i-1] = m_history[i];
Chris@8 243 }
Chris@8 244 // and stick this back in the newest spot, to recycle
Chris@8 245 m_history[hix] = oldest;
Chris@8 246 }
Chris@8 247
Chris@8 248 for (int i = 0; i < m_bins; ++i) {
Chris@8 249 m_history[hix][i] = cep[i + m_binFrom];
Chris@8 250 }
Chris@8 251
Chris@8 252 for (int i = 0; i < m_bins; ++i) {
Chris@8 253 double mean = 0.0;
Chris@8 254 for (int j = 0; j < m_histlen; ++j) {
Chris@8 255 mean += m_history[j][i];
Chris@8 256 }
Chris@8 257 mean /= m_histlen;
Chris@8 258 result[i] = mean;
Chris@8 259 }
Chris@8 260 }
Chris@8 261
Chris@8 262 CepstrumPitchTracker::FeatureSet
Chris@8 263 CepstrumPitchTracker::process(const float *const *inputBuffers, Vamp::RealTime timestamp)
Chris@8 264 {
Chris@8 265 FeatureSet fs;
Chris@8 266
Chris@8 267 int bs = m_blockSize;
Chris@8 268 int hs = m_blockSize/2 + 1;
Chris@8 269
Chris@8 270 double *rawcep = new double[bs];
Chris@8 271 double *io = new double[bs];
Chris@8 272 double *logmag = new double[bs];
Chris@8 273
Chris@8 274 // The "forward difference" method
Chris@8 275
Chris@8 276 for (int i = 0; i < hs; ++i) {
Chris@8 277
Chris@8 278 double power =
Chris@8 279 inputBuffers[0][i*2 ] * inputBuffers[0][i*2 ] +
Chris@8 280 inputBuffers[0][i*2+1] * inputBuffers[0][i*2+1];
Chris@8 281 double mag = sqrt(power);
Chris@8 282
Chris@8 283 double lm = log(mag + 0.00000001);
Chris@8 284
Chris@8 285 logmag[bs/2 + i - 1] = lm;
Chris@8 286 if (i < hs-1) {
Chris@8 287 logmag[bs/2 - i - 1] = lm;
Chris@8 288 }
Chris@8 289 }
Chris@8 290
Chris@8 291 fft(bs, false, logmag, 0, rawcep, io);
Chris@8 292
Chris@8 293 for (int i = 0; i < hs; ++i) {
Chris@8 294 rawcep[i] = fabs(io[i]) - fabs(rawcep[i]);
Chris@8 295 }
Chris@8 296
Chris@8 297 delete[] logmag;
Chris@8 298 delete[] io;
Chris@8 299
Chris@8 300 int n = m_bins;
Chris@8 301 double *data = new double[n];
Chris@8 302 filter(rawcep, data);
Chris@8 303 delete[] rawcep;
Chris@8 304
Chris@8 305 double maxval = 0.0;
Chris@8 306 int maxbin = 0;
Chris@8 307 double abstot = 0.0;
Chris@8 308
Chris@8 309 for (int i = 0; i < n; ++i) {
Chris@8 310 if (data[i] > maxval) {
Chris@8 311 maxval = data[i];
Chris@8 312 maxbin = i;
Chris@8 313 }
Chris@8 314 abstot += fabs(data[i]);
Chris@8 315 }
Chris@8 316
Chris@8 317 double aroundPeak = 0.0;
Chris@8 318 double peakProportion = 0.0;
Chris@8 319 if (maxval > 0.0) {
Chris@8 320 aroundPeak += fabs(maxval);
Chris@8 321 int i = maxbin - 1;
Chris@8 322 while (i > 0 && data[i] <= data[i+1]) {
Chris@8 323 aroundPeak += fabs(data[i]);
Chris@8 324 --i;
Chris@8 325 }
Chris@8 326 i = maxbin + 1;
Chris@8 327 while (i < n && data[i] <= data[i-1]) {
Chris@8 328 aroundPeak += fabs(data[i]);
Chris@8 329 ++i;
Chris@8 330 }
Chris@8 331 }
Chris@8 332 peakProportion = aroundPeak / abstot;
Chris@8 333
Chris@8 334 // std::cerr << "peakProportion = " << peakProportion << std::endl;
Chris@8 335 // std::cerr << "peak = " << m_inputSampleRate / (maxbin + m_binFrom) << std::endl;
Chris@8 336
Chris@8 337 if (peakProportion >= 0.03) {
Chris@8 338 Feature f;
Chris@8 339 f.hasTimestamp = true;
Chris@8 340 f.timestamp = timestamp;
Chris@8 341 f.values.push_back(m_inputSampleRate / (maxbin + m_binFrom));
Chris@8 342 fs[0].push_back(f);
Chris@8 343 }
Chris@8 344
Chris@8 345 delete[] data;
Chris@8 346 return fs;
Chris@8 347 }
Chris@8 348
Chris@8 349 CepstrumPitchTracker::FeatureSet
Chris@8 350 CepstrumPitchTracker::getRemainingFeatures()
Chris@8 351 {
Chris@8 352 FeatureSet fs;
Chris@8 353 return fs;
Chris@8 354 }
Chris@8 355
Chris@8 356 void
Chris@8 357 CepstrumPitchTracker::fft(unsigned int n, bool inverse,
Chris@8 358 double *ri, double *ii, double *ro, double *io)
Chris@8 359 {
Chris@8 360 if (!ri || !ro || !io) return;
Chris@8 361
Chris@8 362 unsigned int bits;
Chris@8 363 unsigned int i, j, k, m;
Chris@8 364 unsigned int blockSize, blockEnd;
Chris@8 365
Chris@8 366 double tr, ti;
Chris@8 367
Chris@8 368 if (n < 2) return;
Chris@8 369 if (n & (n-1)) return;
Chris@8 370
Chris@8 371 double angle = 2.0 * M_PI;
Chris@8 372 if (inverse) angle = -angle;
Chris@8 373
Chris@8 374 for (i = 0; ; ++i) {
Chris@8 375 if (n & (1 << i)) {
Chris@8 376 bits = i;
Chris@8 377 break;
Chris@8 378 }
Chris@8 379 }
Chris@8 380
Chris@8 381 static unsigned int tableSize = 0;
Chris@8 382 static int *table = 0;
Chris@8 383
Chris@8 384 if (tableSize != n) {
Chris@8 385
Chris@8 386 delete[] table;
Chris@8 387
Chris@8 388 table = new int[n];
Chris@8 389
Chris@8 390 for (i = 0; i < n; ++i) {
Chris@8 391
Chris@8 392 m = i;
Chris@8 393
Chris@8 394 for (j = k = 0; j < bits; ++j) {
Chris@8 395 k = (k << 1) | (m & 1);
Chris@8 396 m >>= 1;
Chris@8 397 }
Chris@8 398
Chris@8 399 table[i] = k;
Chris@8 400 }
Chris@8 401
Chris@8 402 tableSize = n;
Chris@8 403 }
Chris@8 404
Chris@8 405 if (ii) {
Chris@8 406 for (i = 0; i < n; ++i) {
Chris@8 407 ro[table[i]] = ri[i];
Chris@8 408 io[table[i]] = ii[i];
Chris@8 409 }
Chris@8 410 } else {
Chris@8 411 for (i = 0; i < n; ++i) {
Chris@8 412 ro[table[i]] = ri[i];
Chris@8 413 io[table[i]] = 0.0;
Chris@8 414 }
Chris@8 415 }
Chris@8 416
Chris@8 417 blockEnd = 1;
Chris@8 418
Chris@8 419 for (blockSize = 2; blockSize <= n; blockSize <<= 1) {
Chris@8 420
Chris@8 421 double delta = angle / (double)blockSize;
Chris@8 422 double sm2 = -sin(-2 * delta);
Chris@8 423 double sm1 = -sin(-delta);
Chris@8 424 double cm2 = cos(-2 * delta);
Chris@8 425 double cm1 = cos(-delta);
Chris@8 426 double w = 2 * cm1;
Chris@8 427 double ar[3], ai[3];
Chris@8 428
Chris@8 429 for (i = 0; i < n; i += blockSize) {
Chris@8 430
Chris@8 431 ar[2] = cm2;
Chris@8 432 ar[1] = cm1;
Chris@8 433
Chris@8 434 ai[2] = sm2;
Chris@8 435 ai[1] = sm1;
Chris@8 436
Chris@8 437 for (j = i, m = 0; m < blockEnd; j++, m++) {
Chris@8 438
Chris@8 439 ar[0] = w * ar[1] - ar[2];
Chris@8 440 ar[2] = ar[1];
Chris@8 441 ar[1] = ar[0];
Chris@8 442
Chris@8 443 ai[0] = w * ai[1] - ai[2];
Chris@8 444 ai[2] = ai[1];
Chris@8 445 ai[1] = ai[0];
Chris@8 446
Chris@8 447 k = j + blockEnd;
Chris@8 448 tr = ar[0] * ro[k] - ai[0] * io[k];
Chris@8 449 ti = ar[0] * io[k] + ai[0] * ro[k];
Chris@8 450
Chris@8 451 ro[k] = ro[j] - tr;
Chris@8 452 io[k] = io[j] - ti;
Chris@8 453
Chris@8 454 ro[j] += tr;
Chris@8 455 io[j] += ti;
Chris@8 456 }
Chris@8 457 }
Chris@8 458
Chris@8 459 blockEnd = blockSize;
Chris@8 460 }
Chris@8 461 }
Chris@8 462
Chris@8 463