annotate CepstrumPitchTracker.cpp @ 3:9366c8a58778 track

Experimental tracker (on branch)
author Chris Cannam
date Mon, 25 Jun 2012 15:28:51 +0100
parents
children c74846514b09
rev   line source
Chris@3 1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
Chris@3 2 /*
Chris@3 3 Permission is hereby granted, free of charge, to any person
Chris@3 4 obtaining a copy of this software and associated documentation
Chris@3 5 files (the "Software"), to deal in the Software without
Chris@3 6 restriction, including without limitation the rights to use, copy,
Chris@3 7 modify, merge, publish, distribute, sublicense, and/or sell copies
Chris@3 8 of the Software, and to permit persons to whom the Software is
Chris@3 9 furnished to do so, subject to the following conditions:
Chris@3 10
Chris@3 11 The above copyright notice and this permission notice shall be
Chris@3 12 included in all copies or substantial portions of the Software.
Chris@3 13
Chris@3 14 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
Chris@3 15 EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
Chris@3 16 MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
Chris@3 17 NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR
Chris@3 18 ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
Chris@3 19 CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
Chris@3 20 WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Chris@3 21 */
Chris@3 22
Chris@3 23 #include "CepstrumPitchTracker.h"
Chris@3 24
Chris@3 25 #include <vector>
Chris@3 26 #include <algorithm>
Chris@3 27
Chris@3 28 #include <cstdio>
Chris@3 29 #include <cmath>
Chris@3 30 #include <complex>
Chris@3 31
Chris@3 32 using std::string;
Chris@3 33
Chris@3 34 CepstrumPitchTracker::CepstrumPitchTracker(float inputSampleRate) :
Chris@3 35 Plugin(inputSampleRate),
Chris@3 36 m_channels(0),
Chris@3 37 m_stepSize(256),
Chris@3 38 m_blockSize(1024),
Chris@3 39 m_fmin(50),
Chris@3 40 m_fmax(1000),
Chris@3 41 m_histlen(3),
Chris@3 42 m_binFrom(0),
Chris@3 43 m_binTo(0),
Chris@3 44 m_bins(0),
Chris@3 45 m_history(0)
Chris@3 46 {
Chris@3 47 }
Chris@3 48
Chris@3 49 CepstrumPitchTracker::~CepstrumPitchTracker()
Chris@3 50 {
Chris@3 51 if (m_history) {
Chris@3 52 for (int i = 0; i < m_histlen; ++i) {
Chris@3 53 delete[] m_history[i];
Chris@3 54 }
Chris@3 55 delete[] m_history;
Chris@3 56 }
Chris@3 57 }
Chris@3 58
Chris@3 59 string
Chris@3 60 CepstrumPitchTracker::getIdentifier() const
Chris@3 61 {
Chris@3 62 return "cepstrum-pitch";
Chris@3 63 }
Chris@3 64
Chris@3 65 string
Chris@3 66 CepstrumPitchTracker::getName() const
Chris@3 67 {
Chris@3 68 return "Cepstrum Pitch Tracker";
Chris@3 69 }
Chris@3 70
Chris@3 71 string
Chris@3 72 CepstrumPitchTracker::getDescription() const
Chris@3 73 {
Chris@3 74 return "Estimate f0 of monophonic material using a cepstrum method.";
Chris@3 75 }
Chris@3 76
Chris@3 77 string
Chris@3 78 CepstrumPitchTracker::getMaker() const
Chris@3 79 {
Chris@3 80 return "Chris Cannam";
Chris@3 81 }
Chris@3 82
Chris@3 83 int
Chris@3 84 CepstrumPitchTracker::getPluginVersion() const
Chris@3 85 {
Chris@3 86 // Increment this each time you release a version that behaves
Chris@3 87 // differently from the previous one
Chris@3 88 return 1;
Chris@3 89 }
Chris@3 90
Chris@3 91 string
Chris@3 92 CepstrumPitchTracker::getCopyright() const
Chris@3 93 {
Chris@3 94 return "Freely redistributable (BSD license)";
Chris@3 95 }
Chris@3 96
Chris@3 97 CepstrumPitchTracker::InputDomain
Chris@3 98 CepstrumPitchTracker::getInputDomain() const
Chris@3 99 {
Chris@3 100 return FrequencyDomain;
Chris@3 101 }
Chris@3 102
Chris@3 103 size_t
Chris@3 104 CepstrumPitchTracker::getPreferredBlockSize() const
Chris@3 105 {
Chris@3 106 return 1024;
Chris@3 107 }
Chris@3 108
Chris@3 109 size_t
Chris@3 110 CepstrumPitchTracker::getPreferredStepSize() const
Chris@3 111 {
Chris@3 112 return 256;
Chris@3 113 }
Chris@3 114
Chris@3 115 size_t
Chris@3 116 CepstrumPitchTracker::getMinChannelCount() const
Chris@3 117 {
Chris@3 118 return 1;
Chris@3 119 }
Chris@3 120
Chris@3 121 size_t
Chris@3 122 CepstrumPitchTracker::getMaxChannelCount() const
Chris@3 123 {
Chris@3 124 return 1;
Chris@3 125 }
Chris@3 126
Chris@3 127 CepstrumPitchTracker::ParameterList
Chris@3 128 CepstrumPitchTracker::getParameterDescriptors() const
Chris@3 129 {
Chris@3 130 ParameterList list;
Chris@3 131 return list;
Chris@3 132 }
Chris@3 133
Chris@3 134 float
Chris@3 135 CepstrumPitchTracker::getParameter(string identifier) const
Chris@3 136 {
Chris@3 137 return 0.f;
Chris@3 138 }
Chris@3 139
Chris@3 140 void
Chris@3 141 CepstrumPitchTracker::setParameter(string identifier, float value)
Chris@3 142 {
Chris@3 143 }
Chris@3 144
Chris@3 145 CepstrumPitchTracker::ProgramList
Chris@3 146 CepstrumPitchTracker::getPrograms() const
Chris@3 147 {
Chris@3 148 ProgramList list;
Chris@3 149 return list;
Chris@3 150 }
Chris@3 151
Chris@3 152 string
Chris@3 153 CepstrumPitchTracker::getCurrentProgram() const
Chris@3 154 {
Chris@3 155 return ""; // no programs
Chris@3 156 }
Chris@3 157
Chris@3 158 void
Chris@3 159 CepstrumPitchTracker::selectProgram(string name)
Chris@3 160 {
Chris@3 161 }
Chris@3 162
Chris@3 163 CepstrumPitchTracker::OutputList
Chris@3 164 CepstrumPitchTracker::getOutputDescriptors() const
Chris@3 165 {
Chris@3 166 OutputList outputs;
Chris@3 167
Chris@3 168 int n = 0;
Chris@3 169
Chris@3 170 OutputDescriptor d;
Chris@3 171
Chris@3 172 d.identifier = "f0";
Chris@3 173 d.name = "Estimated f0";
Chris@3 174 d.description = "Estimated fundamental frequency";
Chris@3 175 d.unit = "Hz";
Chris@3 176 d.hasFixedBinCount = true;
Chris@3 177 d.binCount = 1;
Chris@3 178 d.hasKnownExtents = true;
Chris@3 179 d.minValue = m_fmin;
Chris@3 180 d.maxValue = m_fmax;
Chris@3 181 d.isQuantized = false;
Chris@3 182 d.sampleType = OutputDescriptor::FixedSampleRate;
Chris@3 183 d.sampleRate = (m_inputSampleRate / m_stepSize);
Chris@3 184 d.hasDuration = false;
Chris@3 185 outputs.push_back(d);
Chris@3 186
Chris@3 187 return outputs;
Chris@3 188 }
Chris@3 189
Chris@3 190 bool
Chris@3 191 CepstrumPitchTracker::initialise(size_t channels, size_t stepSize, size_t blockSize)
Chris@3 192 {
Chris@3 193 if (channels < getMinChannelCount() ||
Chris@3 194 channels > getMaxChannelCount()) return false;
Chris@3 195
Chris@3 196 // std::cerr << "CepstrumPitchTracker::initialise: channels = " << channels
Chris@3 197 // << ", stepSize = " << stepSize << ", blockSize = " << blockSize
Chris@3 198 // << std::endl;
Chris@3 199
Chris@3 200 m_channels = channels;
Chris@3 201 m_stepSize = stepSize;
Chris@3 202 m_blockSize = blockSize;
Chris@3 203
Chris@3 204 m_binFrom = int(m_inputSampleRate / m_fmax);
Chris@3 205 m_binTo = int(m_inputSampleRate / m_fmin);
Chris@3 206
Chris@3 207 if (m_binTo >= (int)m_blockSize / 2) {
Chris@3 208 m_binTo = m_blockSize / 2 - 1;
Chris@3 209 }
Chris@3 210
Chris@3 211 m_bins = (m_binTo - m_binFrom) + 1;
Chris@3 212
Chris@3 213 m_history = new double *[m_histlen];
Chris@3 214 for (int i = 0; i < m_histlen; ++i) {
Chris@3 215 m_history[i] = new double[m_bins];
Chris@3 216 }
Chris@3 217
Chris@3 218 reset();
Chris@3 219
Chris@3 220 return true;
Chris@3 221 }
Chris@3 222
Chris@3 223 void
Chris@3 224 CepstrumPitchTracker::reset()
Chris@3 225 {
Chris@3 226 for (int i = 0; i < m_histlen; ++i) {
Chris@3 227 for (int j = 0; j < m_bins; ++j) {
Chris@3 228 m_history[i][j] = 0.0;
Chris@3 229 }
Chris@3 230 }
Chris@3 231 }
Chris@3 232
Chris@3 233 void
Chris@3 234 CepstrumPitchTracker::filter(const double *cep, double *result)
Chris@3 235 {
Chris@3 236 int hix = m_histlen - 1; // current history index
Chris@3 237
Chris@3 238 // roll back the history
Chris@3 239 if (m_histlen > 1) {
Chris@3 240 double *oldest = m_history[0];
Chris@3 241 for (int i = 1; i < m_histlen; ++i) {
Chris@3 242 m_history[i-1] = m_history[i];
Chris@3 243 }
Chris@3 244 // and stick this back in the newest spot, to recycle
Chris@3 245 m_history[hix] = oldest;
Chris@3 246 }
Chris@3 247
Chris@3 248 for (int i = 0; i < m_bins; ++i) {
Chris@3 249 m_history[hix][i] = cep[i + m_binFrom];
Chris@3 250 }
Chris@3 251
Chris@3 252 for (int i = 0; i < m_bins; ++i) {
Chris@3 253 double mean = 0.0;
Chris@3 254 for (int j = 0; j < m_histlen; ++j) {
Chris@3 255 mean += m_history[j][i];
Chris@3 256 }
Chris@3 257 mean /= m_histlen;
Chris@3 258 result[i] = mean;
Chris@3 259 }
Chris@3 260 }
Chris@3 261
Chris@3 262 CepstrumPitchTracker::FeatureSet
Chris@3 263 CepstrumPitchTracker::process(const float *const *inputBuffers, Vamp::RealTime timestamp)
Chris@3 264 {
Chris@3 265 FeatureSet fs;
Chris@3 266
Chris@3 267 int bs = m_blockSize;
Chris@3 268 int hs = m_blockSize/2 + 1;
Chris@3 269
Chris@3 270 double *rawcep = new double[bs];
Chris@3 271 double *io = new double[bs];
Chris@3 272 double *logmag = new double[bs];
Chris@3 273
Chris@3 274 // The "forward difference" method
Chris@3 275
Chris@3 276 for (int i = 0; i < hs; ++i) {
Chris@3 277
Chris@3 278 double power =
Chris@3 279 inputBuffers[0][i*2 ] * inputBuffers[0][i*2 ] +
Chris@3 280 inputBuffers[0][i*2+1] * inputBuffers[0][i*2+1];
Chris@3 281 double mag = sqrt(power);
Chris@3 282
Chris@3 283 double lm = log(mag + 0.00000001);
Chris@3 284
Chris@3 285 logmag[bs/2 + i - 1] = lm;
Chris@3 286 if (i < hs-1) {
Chris@3 287 logmag[bs/2 - i - 1] = lm;
Chris@3 288 }
Chris@3 289 }
Chris@3 290
Chris@3 291 fft(bs, false, logmag, 0, rawcep, io);
Chris@3 292
Chris@3 293 for (int i = 0; i < hs; ++i) {
Chris@3 294 rawcep[i] = fabs(io[i]) - fabs(rawcep[i]);
Chris@3 295 }
Chris@3 296
Chris@3 297 delete[] logmag;
Chris@3 298 delete[] io;
Chris@3 299
Chris@3 300 int n = m_bins;
Chris@3 301 double *data = new double[n];
Chris@3 302 filter(rawcep, data);
Chris@3 303 delete[] rawcep;
Chris@3 304
Chris@3 305 double maxval = 0.0;
Chris@3 306 int maxbin = 0;
Chris@3 307 double abstot = 0.0;
Chris@3 308
Chris@3 309 for (int i = 0; i < n; ++i) {
Chris@3 310 if (data[i] > maxval) {
Chris@3 311 maxval = data[i];
Chris@3 312 maxbin = i;
Chris@3 313 }
Chris@3 314 abstot += fabs(data[i]);
Chris@3 315 }
Chris@3 316
Chris@3 317 double aroundPeak = 0.0;
Chris@3 318 double peakProportion = 0.0;
Chris@3 319 if (maxval > 0.0) {
Chris@3 320 aroundPeak += fabs(maxval);
Chris@3 321 int i = maxbin - 1;
Chris@3 322 while (i > 0 && data[i] <= data[i+1]) {
Chris@3 323 aroundPeak += fabs(data[i]);
Chris@3 324 --i;
Chris@3 325 }
Chris@3 326 i = maxbin + 1;
Chris@3 327 while (i < n && data[i] <= data[i-1]) {
Chris@3 328 aroundPeak += fabs(data[i]);
Chris@3 329 ++i;
Chris@3 330 }
Chris@3 331 }
Chris@3 332 peakProportion = aroundPeak / abstot;
Chris@3 333
Chris@3 334 // std::cerr << "peakProportion = " << peakProportion << std::endl;
Chris@3 335 // std::cerr << "peak = " << m_inputSampleRate / (maxbin + m_binFrom) << std::endl;
Chris@3 336
Chris@3 337 if (peakProportion >= 0.03) {
Chris@3 338 Feature f;
Chris@3 339 f.hasTimestamp = true;
Chris@3 340 f.timestamp = timestamp;
Chris@3 341 f.values.push_back(m_inputSampleRate / (maxbin + m_binFrom));
Chris@3 342 fs[0].push_back(f);
Chris@3 343 }
Chris@3 344
Chris@3 345 delete[] data;
Chris@3 346 return fs;
Chris@3 347 }
Chris@3 348
Chris@3 349 CepstrumPitchTracker::FeatureSet
Chris@3 350 CepstrumPitchTracker::getRemainingFeatures()
Chris@3 351 {
Chris@3 352 FeatureSet fs;
Chris@3 353 return fs;
Chris@3 354 }
Chris@3 355
Chris@3 356 void
Chris@3 357 CepstrumPitchTracker::fft(unsigned int n, bool inverse,
Chris@3 358 double *ri, double *ii, double *ro, double *io)
Chris@3 359 {
Chris@3 360 if (!ri || !ro || !io) return;
Chris@3 361
Chris@3 362 unsigned int bits;
Chris@3 363 unsigned int i, j, k, m;
Chris@3 364 unsigned int blockSize, blockEnd;
Chris@3 365
Chris@3 366 double tr, ti;
Chris@3 367
Chris@3 368 if (n < 2) return;
Chris@3 369 if (n & (n-1)) return;
Chris@3 370
Chris@3 371 double angle = 2.0 * M_PI;
Chris@3 372 if (inverse) angle = -angle;
Chris@3 373
Chris@3 374 for (i = 0; ; ++i) {
Chris@3 375 if (n & (1 << i)) {
Chris@3 376 bits = i;
Chris@3 377 break;
Chris@3 378 }
Chris@3 379 }
Chris@3 380
Chris@3 381 static unsigned int tableSize = 0;
Chris@3 382 static int *table = 0;
Chris@3 383
Chris@3 384 if (tableSize != n) {
Chris@3 385
Chris@3 386 delete[] table;
Chris@3 387
Chris@3 388 table = new int[n];
Chris@3 389
Chris@3 390 for (i = 0; i < n; ++i) {
Chris@3 391
Chris@3 392 m = i;
Chris@3 393
Chris@3 394 for (j = k = 0; j < bits; ++j) {
Chris@3 395 k = (k << 1) | (m & 1);
Chris@3 396 m >>= 1;
Chris@3 397 }
Chris@3 398
Chris@3 399 table[i] = k;
Chris@3 400 }
Chris@3 401
Chris@3 402 tableSize = n;
Chris@3 403 }
Chris@3 404
Chris@3 405 if (ii) {
Chris@3 406 for (i = 0; i < n; ++i) {
Chris@3 407 ro[table[i]] = ri[i];
Chris@3 408 io[table[i]] = ii[i];
Chris@3 409 }
Chris@3 410 } else {
Chris@3 411 for (i = 0; i < n; ++i) {
Chris@3 412 ro[table[i]] = ri[i];
Chris@3 413 io[table[i]] = 0.0;
Chris@3 414 }
Chris@3 415 }
Chris@3 416
Chris@3 417 blockEnd = 1;
Chris@3 418
Chris@3 419 for (blockSize = 2; blockSize <= n; blockSize <<= 1) {
Chris@3 420
Chris@3 421 double delta = angle / (double)blockSize;
Chris@3 422 double sm2 = -sin(-2 * delta);
Chris@3 423 double sm1 = -sin(-delta);
Chris@3 424 double cm2 = cos(-2 * delta);
Chris@3 425 double cm1 = cos(-delta);
Chris@3 426 double w = 2 * cm1;
Chris@3 427 double ar[3], ai[3];
Chris@3 428
Chris@3 429 for (i = 0; i < n; i += blockSize) {
Chris@3 430
Chris@3 431 ar[2] = cm2;
Chris@3 432 ar[1] = cm1;
Chris@3 433
Chris@3 434 ai[2] = sm2;
Chris@3 435 ai[1] = sm1;
Chris@3 436
Chris@3 437 for (j = i, m = 0; m < blockEnd; j++, m++) {
Chris@3 438
Chris@3 439 ar[0] = w * ar[1] - ar[2];
Chris@3 440 ar[2] = ar[1];
Chris@3 441 ar[1] = ar[0];
Chris@3 442
Chris@3 443 ai[0] = w * ai[1] - ai[2];
Chris@3 444 ai[2] = ai[1];
Chris@3 445 ai[1] = ai[0];
Chris@3 446
Chris@3 447 k = j + blockEnd;
Chris@3 448 tr = ar[0] * ro[k] - ai[0] * io[k];
Chris@3 449 ti = ar[0] * io[k] + ai[0] * ro[k];
Chris@3 450
Chris@3 451 ro[k] = ro[j] - tr;
Chris@3 452 io[k] = io[j] - ti;
Chris@3 453
Chris@3 454 ro[j] += tr;
Chris@3 455 io[j] += ti;
Chris@3 456 }
Chris@3 457 }
Chris@3 458
Chris@3 459 blockEnd = blockSize;
Chris@3 460 }
Chris@3 461 }
Chris@3 462
Chris@3 463