annotate transform/FeatureExtractionModelTransformer.cpp @ 441:288f45533041

* Add region model and layer; improve assignment of model types to feature extraction transforms with duration
author Chris Cannam
date Thu, 18 Sep 2008 16:08:14 +0000
parents cff476cfce77
children 55cff2c6e4a0
rev   line source
Chris@320 1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
Chris@320 2
Chris@320 3 /*
Chris@320 4 Sonic Visualiser
Chris@320 5 An audio file viewer and annotation editor.
Chris@320 6 Centre for Digital Music, Queen Mary, University of London.
Chris@320 7 This file copyright 2006 Chris Cannam and QMUL.
Chris@320 8
Chris@320 9 This program is free software; you can redistribute it and/or
Chris@320 10 modify it under the terms of the GNU General Public License as
Chris@320 11 published by the Free Software Foundation; either version 2 of the
Chris@320 12 License, or (at your option) any later version. See the file
Chris@320 13 COPYING included with this distribution for more information.
Chris@320 14 */
Chris@320 15
Chris@331 16 #include "FeatureExtractionModelTransformer.h"
Chris@320 17
Chris@320 18 #include "plugin/FeatureExtractionPluginFactory.h"
Chris@320 19 #include "plugin/PluginXml.h"
Chris@320 20 #include "vamp-sdk/Plugin.h"
Chris@320 21
Chris@320 22 #include "data/model/Model.h"
Chris@320 23 #include "base/Window.h"
Chris@387 24 #include "base/Exceptions.h"
Chris@320 25 #include "data/model/SparseOneDimensionalModel.h"
Chris@320 26 #include "data/model/SparseTimeValueModel.h"
Chris@320 27 #include "data/model/EditableDenseThreeDimensionalModel.h"
Chris@320 28 #include "data/model/DenseTimeValueModel.h"
Chris@320 29 #include "data/model/NoteModel.h"
Chris@441 30 #include "data/model/RegionModel.h"
Chris@320 31 #include "data/model/FFTModel.h"
Chris@320 32 #include "data/model/WaveFileModel.h"
Chris@320 33
Chris@350 34 #include "TransformFactory.h"
Chris@350 35
Chris@320 36 #include <iostream>
Chris@320 37
Chris@350 38 FeatureExtractionModelTransformer::FeatureExtractionModelTransformer(Input in,
Chris@350 39 const Transform &transform) :
Chris@350 40 ModelTransformer(in, transform),
Chris@320 41 m_plugin(0),
Chris@320 42 m_descriptor(0),
Chris@320 43 m_outputFeatureNo(0)
Chris@320 44 {
Chris@350 45 // std::cerr << "FeatureExtractionModelTransformer::FeatureExtractionModelTransformer: plugin " << pluginId.toStdString() << ", outputName " << m_transform.getOutput().toStdString() << std::endl;
Chris@350 46
Chris@350 47 QString pluginId = transform.getPluginIdentifier();
Chris@320 48
Chris@320 49 FeatureExtractionPluginFactory *factory =
Chris@320 50 FeatureExtractionPluginFactory::instanceFor(pluginId);
Chris@320 51
Chris@320 52 if (!factory) {
Chris@361 53 m_message = tr("No factory available for feature extraction plugin id \"%1\" (unknown plugin type, or internal error?)").arg(pluginId);
Chris@320 54 return;
Chris@320 55 }
Chris@320 56
Chris@350 57 DenseTimeValueModel *input = getConformingInput();
Chris@350 58 if (!input) {
Chris@361 59 m_message = tr("Input model for feature extraction plugin \"%1\" is of wrong type (internal error?)").arg(pluginId);
Chris@350 60 return;
Chris@350 61 }
Chris@320 62
Chris@350 63 m_plugin = factory->instantiatePlugin(pluginId, input->getSampleRate());
Chris@320 64 if (!m_plugin) {
Chris@361 65 m_message = tr("Failed to instantiate plugin \"%1\"").arg(pluginId);
Chris@320 66 return;
Chris@320 67 }
Chris@320 68
Chris@350 69 TransformFactory::getInstance()->makeContextConsistentWithPlugin
Chris@350 70 (m_transform, m_plugin);
Chris@343 71
Chris@350 72 TransformFactory::getInstance()->setPluginParameters
Chris@350 73 (m_transform, m_plugin);
Chris@320 74
Chris@320 75 size_t channelCount = input->getChannelCount();
Chris@320 76 if (m_plugin->getMaxChannelCount() < channelCount) {
Chris@320 77 channelCount = 1;
Chris@320 78 }
Chris@320 79 if (m_plugin->getMinChannelCount() > channelCount) {
Chris@361 80 m_message = tr("Cannot provide enough channels to feature extraction plugin \"%1\" (plugin min is %2, max %3; input model has %4)")
Chris@361 81 .arg(pluginId)
Chris@361 82 .arg(m_plugin->getMinChannelCount())
Chris@361 83 .arg(m_plugin->getMaxChannelCount())
Chris@361 84 .arg(input->getChannelCount());
Chris@320 85 return;
Chris@320 86 }
Chris@320 87
Chris@320 88 std::cerr << "Initialising feature extraction plugin with channels = "
Chris@350 89 << channelCount << ", step = " << m_transform.getStepSize()
Chris@350 90 << ", block = " << m_transform.getBlockSize() << std::endl;
Chris@320 91
Chris@320 92 if (!m_plugin->initialise(channelCount,
Chris@350 93 m_transform.getStepSize(),
Chris@350 94 m_transform.getBlockSize())) {
Chris@361 95
Chris@361 96 size_t pstep = m_transform.getStepSize();
Chris@361 97 size_t pblock = m_transform.getBlockSize();
Chris@361 98
Chris@361 99 m_transform.setStepSize(0);
Chris@361 100 m_transform.setBlockSize(0);
Chris@361 101 TransformFactory::getInstance()->makeContextConsistentWithPlugin
Chris@361 102 (m_transform, m_plugin);
Chris@361 103
Chris@361 104 if (m_transform.getStepSize() != pstep ||
Chris@361 105 m_transform.getBlockSize() != pblock) {
Chris@361 106
Chris@361 107 if (!m_plugin->initialise(channelCount,
Chris@361 108 m_transform.getStepSize(),
Chris@361 109 m_transform.getBlockSize())) {
Chris@361 110
Chris@361 111 m_message = tr("Failed to initialise feature extraction plugin \"%1\"").arg(pluginId);
Chris@361 112 return;
Chris@361 113
Chris@361 114 } else {
Chris@361 115
Chris@361 116 m_message = tr("Feature extraction plugin \"%1\" rejected the given step and block sizes (%2 and %3); using plugin defaults (%4 and %5) instead")
Chris@361 117 .arg(pluginId)
Chris@361 118 .arg(pstep)
Chris@361 119 .arg(pblock)
Chris@361 120 .arg(m_transform.getStepSize())
Chris@361 121 .arg(m_transform.getBlockSize());
Chris@361 122 }
Chris@361 123
Chris@361 124 } else {
Chris@361 125
Chris@361 126 m_message = tr("Failed to initialise feature extraction plugin \"%1\"").arg(pluginId);
Chris@361 127 return;
Chris@361 128 }
Chris@320 129 }
Chris@320 130
Chris@366 131 if (m_transform.getPluginVersion() != "") {
Chris@366 132 QString pv = QString("%1").arg(m_plugin->getPluginVersion());
Chris@366 133 if (pv != m_transform.getPluginVersion()) {
Chris@366 134 QString vm = tr("Transform was configured for version %1 of plugin \"%2\", but the plugin being used is version %3")
Chris@366 135 .arg(m_transform.getPluginVersion())
Chris@366 136 .arg(pluginId)
Chris@366 137 .arg(pv);
Chris@366 138 if (m_message != "") {
Chris@366 139 m_message = QString("%1; %2").arg(vm).arg(m_message);
Chris@366 140 } else {
Chris@366 141 m_message = vm;
Chris@366 142 }
Chris@366 143 }
Chris@366 144 }
Chris@366 145
Chris@320 146 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
Chris@320 147
Chris@320 148 if (outputs.empty()) {
Chris@361 149 m_message = tr("Plugin \"%1\" has no outputs").arg(pluginId);
Chris@320 150 return;
Chris@320 151 }
Chris@320 152
Chris@320 153 for (size_t i = 0; i < outputs.size(); ++i) {
Chris@429 154 // std::cerr << "comparing output " << i << " name \"" << outputs[i].identifier << "\" with expected \"" << m_transform.getOutput().toStdString() << "\"" << std::endl;
Chris@350 155 if (m_transform.getOutput() == "" ||
Chris@350 156 outputs[i].identifier == m_transform.getOutput().toStdString()) {
Chris@320 157 m_outputFeatureNo = i;
Chris@441 158 m_descriptor = new Vamp::Plugin::OutputDescriptor(outputs[i]);
Chris@320 159 break;
Chris@320 160 }
Chris@320 161 }
Chris@320 162
Chris@320 163 if (!m_descriptor) {
Chris@361 164 m_message = tr("Plugin \"%1\" has no output named \"%2\"")
Chris@361 165 .arg(pluginId)
Chris@361 166 .arg(m_transform.getOutput());
Chris@320 167 return;
Chris@320 168 }
Chris@320 169
Chris@331 170 // std::cerr << "FeatureExtractionModelTransformer: output sample type "
Chris@320 171 // << m_descriptor->sampleType << std::endl;
Chris@320 172
Chris@320 173 int binCount = 1;
Chris@320 174 float minValue = 0.0, maxValue = 0.0;
Chris@320 175 bool haveExtents = false;
Chris@320 176
Chris@320 177 if (m_descriptor->hasFixedBinCount) {
Chris@320 178 binCount = m_descriptor->binCount;
Chris@320 179 }
Chris@320 180
Chris@331 181 // std::cerr << "FeatureExtractionModelTransformer: output bin count "
Chris@320 182 // << binCount << std::endl;
Chris@320 183
Chris@320 184 if (binCount > 0 && m_descriptor->hasKnownExtents) {
Chris@320 185 minValue = m_descriptor->minValue;
Chris@320 186 maxValue = m_descriptor->maxValue;
Chris@320 187 haveExtents = true;
Chris@320 188 }
Chris@320 189
Chris@350 190 size_t modelRate = input->getSampleRate();
Chris@320 191 size_t modelResolution = 1;
Chris@320 192
Chris@320 193 switch (m_descriptor->sampleType) {
Chris@320 194
Chris@320 195 case Vamp::Plugin::OutputDescriptor::VariableSampleRate:
Chris@320 196 if (m_descriptor->sampleRate != 0.0) {
Chris@320 197 modelResolution = size_t(modelRate / m_descriptor->sampleRate + 0.001);
Chris@320 198 }
Chris@320 199 break;
Chris@320 200
Chris@320 201 case Vamp::Plugin::OutputDescriptor::OneSamplePerStep:
Chris@350 202 modelResolution = m_transform.getStepSize();
Chris@320 203 break;
Chris@320 204
Chris@320 205 case Vamp::Plugin::OutputDescriptor::FixedSampleRate:
Chris@320 206 modelRate = size_t(m_descriptor->sampleRate + 0.001);
Chris@320 207 break;
Chris@320 208 }
Chris@320 209
Chris@441 210 bool preDurationPlugin = (m_plugin->getVampApiVersion() < 2);
Chris@441 211
Chris@441 212 if (binCount == 0 &&
Chris@441 213 (preDurationPlugin || !m_descriptor->hasDuration)) {
Chris@320 214
Chris@320 215 m_output = new SparseOneDimensionalModel(modelRate, modelResolution,
Chris@320 216 false);
Chris@320 217
Chris@441 218 } else if ((preDurationPlugin && binCount > 1 &&
Chris@441 219 (m_descriptor->sampleType ==
Chris@441 220 Vamp::Plugin::OutputDescriptor::VariableSampleRate)) ||
Chris@441 221 (!preDurationPlugin && m_descriptor->hasDuration)) {
Chris@441 222
Chris@441 223 // For plugins using the old v1 API without explicit duration,
Chris@441 224 // we treat anything that has multiple bins (i.e. that has the
Chris@441 225 // potential to have value and duration) and a variable sample
Chris@441 226 // rate as a note model, taking its values as pitch, duration
Chris@441 227 // and velocity (if present) respectively. This is the same
Chris@441 228 // behaviour as always applied by SV to these plugins in the
Chris@441 229 // past.
Chris@441 230
Chris@441 231 // For plugins with the newer API, we treat anything with
Chris@441 232 // duration as either a note model with pitch and velocity, or
Chris@441 233 // a region model.
Chris@441 234
Chris@441 235 // How do we know whether it's an interval or note model?
Chris@441 236 // What's the essential difference? Is a note model any
Chris@441 237 // interval model using a Hz or "MIDI pitch" scale? There
Chris@441 238 // isn't really a reliable test for "MIDI pitch"... Does a
Chris@441 239 // note model always have velocity? This is a good question
Chris@441 240 // to be addressed by accompanying RDF, but for the moment we
Chris@441 241 // will do the following...
Chris@441 242
Chris@441 243 bool isNoteModel = false;
Chris@441 244
Chris@441 245 // Regions have only value (and duration -- we can't extract a
Chris@441 246 // region model from an old-style plugin that doesn't support
Chris@441 247 // duration)
Chris@441 248 if (binCount > 1) isNoteModel = true;
Chris@441 249
Chris@441 250 // Regions do not have units of Hz (a sweeping assumption!)
Chris@441 251 if (m_descriptor->unit == "Hz") isNoteModel = true;
Chris@441 252
Chris@441 253 // If we had a "sparse 3D model", we would have the additional
Chris@441 254 // problem of determining whether to use that here (if bin
Chris@441 255 // count > 1). But we don't.
Chris@441 256
Chris@441 257 if (isNoteModel) {
Chris@441 258
Chris@441 259 NoteModel *model;
Chris@441 260 if (haveExtents) {
Chris@441 261 model = new NoteModel
Chris@441 262 (modelRate, modelResolution, minValue, maxValue, false);
Chris@441 263 } else {
Chris@441 264 model = new NoteModel
Chris@441 265 (modelRate, modelResolution, false);
Chris@441 266 }
Chris@441 267 model->setScaleUnits(m_descriptor->unit.c_str());
Chris@441 268 m_output = model;
Chris@441 269
Chris@441 270 } else {
Chris@441 271
Chris@441 272 RegionModel *model;
Chris@441 273 if (haveExtents) {
Chris@441 274 model = new RegionModel
Chris@441 275 (modelRate, modelResolution, minValue, maxValue, false);
Chris@441 276 } else {
Chris@441 277 model = new RegionModel
Chris@441 278 (modelRate, modelResolution, false);
Chris@441 279 }
Chris@441 280 model->setScaleUnits(m_descriptor->unit.c_str());
Chris@441 281 m_output = model;
Chris@441 282 }
Chris@441 283
Chris@441 284 } else if (binCount == 1 ||
Chris@441 285 (m_descriptor->sampleType ==
Chris@441 286 Vamp::Plugin::OutputDescriptor::VariableSampleRate)) {
Chris@441 287
Chris@441 288 // Anything that is not a 1D, note, or interval model and that
Chris@441 289 // has only one value per result must be a sparse time value
Chris@441 290 // model.
Chris@441 291
Chris@441 292 // Anything that is not a 1D, note, or interval model and that
Chris@441 293 // has a variable sample rate is also treated as a sparse time
Chris@441 294 // value model regardless of its bin count, because we lack a
Chris@441 295 // sparse 3D model.
Chris@320 296
Chris@320 297 SparseTimeValueModel *model;
Chris@320 298 if (haveExtents) {
Chris@320 299 model = new SparseTimeValueModel
Chris@320 300 (modelRate, modelResolution, minValue, maxValue, false);
Chris@320 301 } else {
Chris@320 302 model = new SparseTimeValueModel
Chris@320 303 (modelRate, modelResolution, false);
Chris@320 304 }
Chris@320 305 model->setScaleUnits(outputs[m_outputFeatureNo].unit.c_str());
Chris@320 306
Chris@320 307 m_output = model;
Chris@320 308
Chris@441 309 } else {
Chris@320 310
Chris@441 311 // Anything that is not a 1D, note, or interval model and that
Chris@441 312 // has a fixed sample rate and more than one value per result
Chris@441 313 // must be a dense 3D model.
Chris@320 314
Chris@320 315 EditableDenseThreeDimensionalModel *model =
Chris@320 316 new EditableDenseThreeDimensionalModel
Chris@320 317 (modelRate, modelResolution, binCount, false);
Chris@320 318
Chris@320 319 if (!m_descriptor->binNames.empty()) {
Chris@320 320 std::vector<QString> names;
Chris@320 321 for (size_t i = 0; i < m_descriptor->binNames.size(); ++i) {
Chris@320 322 names.push_back(m_descriptor->binNames[i].c_str());
Chris@320 323 }
Chris@320 324 model->setBinNames(names);
Chris@320 325 }
Chris@320 326
Chris@320 327 m_output = model;
Chris@320 328 }
Chris@333 329
Chris@350 330 if (m_output) m_output->setSourceModel(input);
Chris@320 331 }
Chris@320 332
Chris@331 333 FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()
Chris@320 334 {
Chris@436 335 // std::cerr << "FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()" << std::endl;
Chris@320 336 delete m_plugin;
Chris@320 337 delete m_descriptor;
Chris@320 338 }
Chris@320 339
Chris@320 340 DenseTimeValueModel *
Chris@350 341 FeatureExtractionModelTransformer::getConformingInput()
Chris@320 342 {
Chris@408 343 // std::cerr << "FeatureExtractionModelTransformer::getConformingInput: input model is " << getInputModel() << std::endl;
Chris@408 344
Chris@320 345 DenseTimeValueModel *dtvm =
Chris@320 346 dynamic_cast<DenseTimeValueModel *>(getInputModel());
Chris@320 347 if (!dtvm) {
Chris@350 348 std::cerr << "FeatureExtractionModelTransformer::getConformingInput: WARNING: Input model is not conformable to DenseTimeValueModel" << std::endl;
Chris@320 349 }
Chris@320 350 return dtvm;
Chris@320 351 }
Chris@320 352
Chris@320 353 void
Chris@331 354 FeatureExtractionModelTransformer::run()
Chris@320 355 {
Chris@350 356 DenseTimeValueModel *input = getConformingInput();
Chris@320 357 if (!input) return;
Chris@320 358
Chris@320 359 if (!m_output) return;
Chris@320 360
Chris@320 361 while (!input->isReady()) {
Chris@331 362 std::cerr << "FeatureExtractionModelTransformer::run: Waiting for input model to be ready..." << std::endl;
Chris@320 363 sleep(1);
Chris@320 364 }
Chris@320 365
Chris@350 366 size_t sampleRate = input->getSampleRate();
Chris@320 367
Chris@320 368 size_t channelCount = input->getChannelCount();
Chris@320 369 if (m_plugin->getMaxChannelCount() < channelCount) {
Chris@320 370 channelCount = 1;
Chris@320 371 }
Chris@320 372
Chris@320 373 float **buffers = new float*[channelCount];
Chris@320 374 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@350 375 buffers[ch] = new float[m_transform.getBlockSize() + 2];
Chris@320 376 }
Chris@320 377
Chris@350 378 size_t stepSize = m_transform.getStepSize();
Chris@350 379 size_t blockSize = m_transform.getBlockSize();
Chris@350 380
Chris@320 381 bool frequencyDomain = (m_plugin->getInputDomain() ==
Chris@320 382 Vamp::Plugin::FrequencyDomain);
Chris@320 383 std::vector<FFTModel *> fftModels;
Chris@320 384
Chris@320 385 if (frequencyDomain) {
Chris@320 386 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@320 387 FFTModel *model = new FFTModel
Chris@350 388 (getConformingInput(),
Chris@350 389 channelCount == 1 ? m_input.getChannel() : ch,
Chris@350 390 m_transform.getWindowType(),
Chris@350 391 blockSize,
Chris@350 392 stepSize,
Chris@350 393 blockSize,
Chris@334 394 false,
Chris@334 395 StorageAdviser::PrecisionCritical);
Chris@320 396 if (!model->isOK()) {
Chris@320 397 delete model;
Chris@320 398 setCompletion(100);
Chris@387 399 //!!! need a better way to handle this -- previously we were using a QMessageBox but that isn't an appropriate thing to do here either
Chris@387 400 throw AllocationFailed("Failed to create the FFT model for this feature extraction model transformer");
Chris@320 401 }
Chris@320 402 model->resume();
Chris@320 403 fftModels.push_back(model);
Chris@320 404 }
Chris@320 405 }
Chris@320 406
Chris@350 407 long startFrame = m_input.getModel()->getStartFrame();
Chris@350 408 long endFrame = m_input.getModel()->getEndFrame();
Chris@320 409
Chris@350 410 RealTime contextStartRT = m_transform.getStartTime();
Chris@350 411 RealTime contextDurationRT = m_transform.getDuration();
Chris@350 412
Chris@350 413 long contextStart =
Chris@350 414 RealTime::realTime2Frame(contextStartRT, sampleRate);
Chris@350 415
Chris@350 416 long contextDuration =
Chris@350 417 RealTime::realTime2Frame(contextDurationRT, sampleRate);
Chris@320 418
Chris@320 419 if (contextStart == 0 || contextStart < startFrame) {
Chris@320 420 contextStart = startFrame;
Chris@320 421 }
Chris@320 422
Chris@320 423 if (contextDuration == 0) {
Chris@320 424 contextDuration = endFrame - contextStart;
Chris@320 425 }
Chris@320 426 if (contextStart + contextDuration > endFrame) {
Chris@320 427 contextDuration = endFrame - contextStart;
Chris@320 428 }
Chris@320 429
Chris@320 430 long blockFrame = contextStart;
Chris@320 431
Chris@320 432 long prevCompletion = 0;
Chris@320 433
Chris@320 434 setCompletion(0);
Chris@320 435
Chris@320 436 while (!m_abandoned) {
Chris@320 437
Chris@320 438 if (frequencyDomain) {
Chris@350 439 if (blockFrame - int(blockSize)/2 >
Chris@320 440 contextStart + contextDuration) break;
Chris@320 441 } else {
Chris@320 442 if (blockFrame >=
Chris@320 443 contextStart + contextDuration) break;
Chris@320 444 }
Chris@320 445
Chris@331 446 // std::cerr << "FeatureExtractionModelTransformer::run: blockFrame "
Chris@320 447 // << blockFrame << ", endFrame " << endFrame << ", blockSize "
Chris@350 448 // << blockSize << std::endl;
Chris@320 449
Chris@320 450 long completion =
Chris@350 451 (((blockFrame - contextStart) / stepSize) * 99) /
Chris@350 452 (contextDuration / stepSize);
Chris@320 453
Chris@350 454 // channelCount is either m_input.getModel()->channelCount or 1
Chris@320 455
Chris@363 456 if (frequencyDomain) {
Chris@363 457 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@350 458 int column = (blockFrame - startFrame) / stepSize;
Chris@350 459 for (size_t i = 0; i <= blockSize/2; ++i) {
Chris@320 460 fftModels[ch]->getValuesAt
Chris@320 461 (column, i, buffers[ch][i*2], buffers[ch][i*2+1]);
Chris@320 462 }
Chris@363 463 }
Chris@363 464 } else {
Chris@363 465 getFrames(channelCount, blockFrame, blockSize, buffers);
Chris@320 466 }
Chris@320 467
Chris@320 468 Vamp::Plugin::FeatureSet features = m_plugin->process
Chris@320 469 (buffers, Vamp::RealTime::frame2RealTime(blockFrame, sampleRate));
Chris@320 470
Chris@320 471 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
Chris@320 472 Vamp::Plugin::Feature feature =
Chris@320 473 features[m_outputFeatureNo][fi];
Chris@320 474 addFeature(blockFrame, feature);
Chris@320 475 }
Chris@320 476
Chris@320 477 if (blockFrame == contextStart || completion > prevCompletion) {
Chris@320 478 setCompletion(completion);
Chris@320 479 prevCompletion = completion;
Chris@320 480 }
Chris@320 481
Chris@350 482 blockFrame += stepSize;
Chris@320 483 }
Chris@320 484
Chris@320 485 if (m_abandoned) return;
Chris@320 486
Chris@320 487 Vamp::Plugin::FeatureSet features = m_plugin->getRemainingFeatures();
Chris@320 488
Chris@320 489 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
Chris@320 490 Vamp::Plugin::Feature feature =
Chris@320 491 features[m_outputFeatureNo][fi];
Chris@320 492 addFeature(blockFrame, feature);
Chris@320 493 }
Chris@320 494
Chris@320 495 if (frequencyDomain) {
Chris@320 496 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@320 497 delete fftModels[ch];
Chris@320 498 }
Chris@320 499 }
Chris@320 500
Chris@320 501 setCompletion(100);
Chris@320 502 }
Chris@320 503
Chris@320 504 void
Chris@363 505 FeatureExtractionModelTransformer::getFrames(int channelCount,
Chris@363 506 long startFrame, long size,
Chris@363 507 float **buffers)
Chris@320 508 {
Chris@320 509 long offset = 0;
Chris@320 510
Chris@320 511 if (startFrame < 0) {
Chris@363 512 for (int c = 0; c < channelCount; ++c) {
Chris@363 513 for (int i = 0; i < size && startFrame + i < 0; ++i) {
Chris@363 514 buffers[c][i] = 0.0f;
Chris@363 515 }
Chris@320 516 }
Chris@320 517 offset = -startFrame;
Chris@320 518 size -= offset;
Chris@320 519 if (size <= 0) return;
Chris@320 520 startFrame = 0;
Chris@320 521 }
Chris@320 522
Chris@350 523 DenseTimeValueModel *input = getConformingInput();
Chris@350 524 if (!input) return;
Chris@363 525
Chris@363 526 long got = 0;
Chris@350 527
Chris@363 528 if (channelCount == 1) {
Chris@363 529
Chris@363 530 got = input->getData(m_input.getChannel(), startFrame, size,
Chris@363 531 buffers[0] + offset);
Chris@363 532
Chris@363 533 if (m_input.getChannel() == -1 && input->getChannelCount() > 1) {
Chris@363 534 // use mean instead of sum, as plugin input
Chris@363 535 float cc = float(input->getChannelCount());
Chris@363 536 for (long i = 0; i < size; ++i) {
Chris@363 537 buffers[0][i + offset] /= cc;
Chris@363 538 }
Chris@363 539 }
Chris@363 540
Chris@363 541 } else {
Chris@363 542
Chris@363 543 float **writebuf = buffers;
Chris@363 544 if (offset > 0) {
Chris@363 545 writebuf = new float *[channelCount];
Chris@363 546 for (int i = 0; i < channelCount; ++i) {
Chris@363 547 writebuf[i] = buffers[i] + offset;
Chris@363 548 }
Chris@363 549 }
Chris@363 550
Chris@363 551 got = input->getData(0, channelCount-1, startFrame, size, writebuf);
Chris@363 552
Chris@363 553 if (writebuf != buffers) delete[] writebuf;
Chris@363 554 }
Chris@320 555
Chris@320 556 while (got < size) {
Chris@363 557 for (int c = 0; c < channelCount; ++c) {
Chris@363 558 buffers[c][got + offset] = 0.0;
Chris@363 559 }
Chris@320 560 ++got;
Chris@320 561 }
Chris@320 562 }
Chris@320 563
Chris@320 564 void
Chris@331 565 FeatureExtractionModelTransformer::addFeature(size_t blockFrame,
Chris@320 566 const Vamp::Plugin::Feature &feature)
Chris@320 567 {
Chris@350 568 size_t inputRate = m_input.getModel()->getSampleRate();
Chris@320 569
Chris@331 570 // std::cerr << "FeatureExtractionModelTransformer::addFeature("
Chris@320 571 // << blockFrame << ")" << std::endl;
Chris@320 572
Chris@320 573 int binCount = 1;
Chris@320 574 if (m_descriptor->hasFixedBinCount) {
Chris@320 575 binCount = m_descriptor->binCount;
Chris@320 576 }
Chris@320 577
Chris@320 578 size_t frame = blockFrame;
Chris@320 579
Chris@320 580 if (m_descriptor->sampleType ==
Chris@320 581 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
Chris@320 582
Chris@320 583 if (!feature.hasTimestamp) {
Chris@320 584 std::cerr
Chris@331 585 << "WARNING: FeatureExtractionModelTransformer::addFeature: "
Chris@320 586 << "Feature has variable sample rate but no timestamp!"
Chris@320 587 << std::endl;
Chris@320 588 return;
Chris@320 589 } else {
Chris@320 590 frame = Vamp::RealTime::realTime2Frame(feature.timestamp, inputRate);
Chris@320 591 }
Chris@320 592
Chris@320 593 } else if (m_descriptor->sampleType ==
Chris@320 594 Vamp::Plugin::OutputDescriptor::FixedSampleRate) {
Chris@320 595
Chris@320 596 if (feature.hasTimestamp) {
Chris@320 597 //!!! warning: sampleRate may be non-integral
Chris@320 598 frame = Vamp::RealTime::realTime2Frame(feature.timestamp,
Chris@320 599 lrintf(m_descriptor->sampleRate));
Chris@320 600 } else {
Chris@320 601 frame = m_output->getEndFrame();
Chris@320 602 }
Chris@320 603 }
Chris@320 604
Chris@441 605 // Rather than repeat the complicated tests from the constructor
Chris@441 606 // to determine what sort of model we must be adding the features
Chris@441 607 // to, we instead test what sort of model the constructor decided
Chris@441 608 // to create.
Chris@320 609
Chris@441 610 if (isOutput<SparseOneDimensionalModel>()) {
Chris@441 611
Chris@441 612 SparseOneDimensionalModel *model =
Chris@350 613 getConformingOutput<SparseOneDimensionalModel>();
Chris@320 614 if (!model) return;
Chris@350 615
Chris@441 616 model->addPoint(SparseOneDimensionalModel::Point
Chris@441 617 (frame, feature.label.c_str()));
Chris@320 618
Chris@441 619 } else if (isOutput<SparseTimeValueModel>()) {
Chris@320 620
Chris@320 621 float value = 0.0;
Chris@320 622 if (feature.values.size() > 0) value = feature.values[0];
Chris@320 623
Chris@350 624 SparseTimeValueModel *model =
Chris@350 625 getConformingOutput<SparseTimeValueModel>();
Chris@320 626 if (!model) return;
Chris@350 627
Chris@441 628 model->addPoint(SparseTimeValueModel::Point
Chris@441 629 (frame, value, feature.label.c_str()));
Chris@320 630
Chris@441 631 } else if (isOutput<NoteModel>() || isOutput<RegionModel>()) {
Chris@320 632
Chris@441 633 int index = 0;
Chris@441 634
Chris@441 635 float value = 0.0;
Chris@441 636 if (feature.values.size() > index) {
Chris@441 637 value = feature.values[index++];
Chris@441 638 }
Chris@320 639
Chris@320 640 float duration = 1;
Chris@441 641 if (feature.hasDuration) {
Chris@441 642 duration = Vamp::RealTime::realTime2Frame(feature.duration, inputRate);
Chris@441 643 } else {
Chris@441 644 if (feature.values.size() > index) {
Chris@441 645 duration = feature.values[index++];
Chris@441 646 }
Chris@441 647 }
Chris@320 648
Chris@441 649 if (isOutput<NoteModel>()) {
Chris@320 650
Chris@441 651 float velocity = 100;
Chris@441 652 if (feature.values.size() > index) {
Chris@441 653 velocity = feature.values[index++];
Chris@441 654 }
Chris@441 655 if (velocity < 0) velocity = 127;
Chris@441 656 if (velocity > 127) velocity = 127;
Chris@320 657
Chris@441 658 NoteModel *model = getConformingOutput<NoteModel>();
Chris@441 659 if (!model) return;
Chris@441 660 model->addPoint(NoteModel::Point(frame, value, // value is pitch
Chris@441 661 lrintf(duration),
Chris@441 662 velocity / 127.f,
Chris@441 663 feature.label.c_str()));
Chris@441 664 } else {
Chris@441 665 RegionModel *model = getConformingOutput<RegionModel>();
Chris@441 666 if (model) {
Chris@441 667 model->addPoint(RegionModel::Point(frame, value,
Chris@441 668 lrintf(duration),
Chris@441 669 feature.label.c_str()));
Chris@441 670 } else return;
Chris@441 671 }
Chris@320 672
Chris@441 673 } else if (isOutput<EditableDenseThreeDimensionalModel>()) {
Chris@320 674
Chris@320 675 DenseThreeDimensionalModel::Column values = feature.values;
Chris@320 676
Chris@320 677 EditableDenseThreeDimensionalModel *model =
Chris@350 678 getConformingOutput<EditableDenseThreeDimensionalModel>();
Chris@320 679 if (!model) return;
Chris@320 680
Chris@320 681 model->setColumn(frame / model->getResolution(), values);
Chris@441 682
Chris@441 683 } else {
Chris@441 684 std::cerr << "FeatureExtractionModelTransformer::addFeature: Unknown output model type!" << std::endl;
Chris@320 685 }
Chris@320 686 }
Chris@320 687
Chris@320 688 void
Chris@331 689 FeatureExtractionModelTransformer::setCompletion(int completion)
Chris@320 690 {
Chris@320 691 int binCount = 1;
Chris@320 692 if (m_descriptor->hasFixedBinCount) {
Chris@320 693 binCount = m_descriptor->binCount;
Chris@320 694 }
Chris@320 695
Chris@331 696 // std::cerr << "FeatureExtractionModelTransformer::setCompletion("
Chris@320 697 // << completion << ")" << std::endl;
Chris@320 698
Chris@441 699 if (isOutput<SparseOneDimensionalModel>()) {
Chris@320 700
Chris@350 701 SparseOneDimensionalModel *model =
Chris@350 702 getConformingOutput<SparseOneDimensionalModel>();
Chris@320 703 if (!model) return;
Chris@441 704 model->setCompletion(completion, true);
Chris@320 705
Chris@441 706 } else if (isOutput<SparseTimeValueModel>()) {
Chris@320 707
Chris@350 708 SparseTimeValueModel *model =
Chris@350 709 getConformingOutput<SparseTimeValueModel>();
Chris@320 710 if (!model) return;
Chris@441 711 model->setCompletion(completion, true);
Chris@320 712
Chris@441 713 } else if (isOutput<NoteModel>()) {
Chris@320 714
Chris@441 715 NoteModel *model = getConformingOutput<NoteModel>();
Chris@320 716 if (!model) return;
Chris@441 717 model->setCompletion(completion, true);
Chris@320 718
Chris@441 719 } else if (isOutput<RegionModel>()) {
Chris@441 720
Chris@441 721 RegionModel *model = getConformingOutput<RegionModel>();
Chris@441 722 if (!model) return;
Chris@441 723 model->setCompletion(completion, true);
Chris@441 724
Chris@441 725 } else if (isOutput<EditableDenseThreeDimensionalModel>()) {
Chris@320 726
Chris@320 727 EditableDenseThreeDimensionalModel *model =
Chris@350 728 getConformingOutput<EditableDenseThreeDimensionalModel>();
Chris@320 729 if (!model) return;
Chris@350 730 model->setCompletion(completion, true); //!!!m_context.updates);
Chris@320 731 }
Chris@320 732 }
Chris@320 733