annotate transform/FeatureExtractionModelTransformer.cpp @ 700:5117d7cf59ec

Merge
author Chris Cannam
date Wed, 17 Aug 2011 22:14:52 +0100
parents 1424aa29ae95
children 7f76499ef4f2
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@475 20 #include <vamp-hostsdk/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@558 33 #include "rdf/PluginRDFDescription.h"
Chris@320 34
Chris@350 35 #include "TransformFactory.h"
Chris@350 36
Chris@320 37 #include <iostream>
Chris@320 38
Chris@350 39 FeatureExtractionModelTransformer::FeatureExtractionModelTransformer(Input in,
Chris@350 40 const Transform &transform) :
Chris@350 41 ModelTransformer(in, transform),
Chris@320 42 m_plugin(0),
Chris@320 43 m_descriptor(0),
Chris@320 44 m_outputFeatureNo(0)
Chris@320 45 {
Chris@690 46 // SVDEBUG << "FeatureExtractionModelTransformer::FeatureExtractionModelTransformer: plugin " << pluginId << ", outputName " << m_transform.getOutput() << endl;
Chris@350 47
Chris@350 48 QString pluginId = transform.getPluginIdentifier();
Chris@320 49
Chris@320 50 FeatureExtractionPluginFactory *factory =
Chris@320 51 FeatureExtractionPluginFactory::instanceFor(pluginId);
Chris@320 52
Chris@320 53 if (!factory) {
Chris@361 54 m_message = tr("No factory available for feature extraction plugin id \"%1\" (unknown plugin type, or internal error?)").arg(pluginId);
Chris@320 55 return;
Chris@320 56 }
Chris@320 57
Chris@350 58 DenseTimeValueModel *input = getConformingInput();
Chris@350 59 if (!input) {
Chris@361 60 m_message = tr("Input model for feature extraction plugin \"%1\" is of wrong type (internal error?)").arg(pluginId);
Chris@350 61 return;
Chris@350 62 }
Chris@320 63
Chris@350 64 m_plugin = factory->instantiatePlugin(pluginId, input->getSampleRate());
Chris@320 65 if (!m_plugin) {
Chris@361 66 m_message = tr("Failed to instantiate plugin \"%1\"").arg(pluginId);
Chris@320 67 return;
Chris@320 68 }
Chris@320 69
Chris@350 70 TransformFactory::getInstance()->makeContextConsistentWithPlugin
Chris@350 71 (m_transform, m_plugin);
Chris@343 72
Chris@350 73 TransformFactory::getInstance()->setPluginParameters
Chris@350 74 (m_transform, m_plugin);
Chris@320 75
Chris@320 76 size_t channelCount = input->getChannelCount();
Chris@320 77 if (m_plugin->getMaxChannelCount() < channelCount) {
Chris@320 78 channelCount = 1;
Chris@320 79 }
Chris@320 80 if (m_plugin->getMinChannelCount() > channelCount) {
Chris@361 81 m_message = tr("Cannot provide enough channels to feature extraction plugin \"%1\" (plugin min is %2, max %3; input model has %4)")
Chris@361 82 .arg(pluginId)
Chris@361 83 .arg(m_plugin->getMinChannelCount())
Chris@361 84 .arg(m_plugin->getMaxChannelCount())
Chris@361 85 .arg(input->getChannelCount());
Chris@320 86 return;
Chris@320 87 }
Chris@320 88
Chris@690 89 SVDEBUG << "Initialising feature extraction plugin with channels = "
Chris@350 90 << channelCount << ", step = " << m_transform.getStepSize()
Chris@687 91 << ", block = " << m_transform.getBlockSize() << endl;
Chris@320 92
Chris@320 93 if (!m_plugin->initialise(channelCount,
Chris@350 94 m_transform.getStepSize(),
Chris@350 95 m_transform.getBlockSize())) {
Chris@361 96
Chris@361 97 size_t pstep = m_transform.getStepSize();
Chris@361 98 size_t pblock = m_transform.getBlockSize();
Chris@361 99
Chris@361 100 m_transform.setStepSize(0);
Chris@361 101 m_transform.setBlockSize(0);
Chris@361 102 TransformFactory::getInstance()->makeContextConsistentWithPlugin
Chris@361 103 (m_transform, m_plugin);
Chris@361 104
Chris@361 105 if (m_transform.getStepSize() != pstep ||
Chris@361 106 m_transform.getBlockSize() != pblock) {
Chris@361 107
Chris@361 108 if (!m_plugin->initialise(channelCount,
Chris@361 109 m_transform.getStepSize(),
Chris@361 110 m_transform.getBlockSize())) {
Chris@361 111
Chris@361 112 m_message = tr("Failed to initialise feature extraction plugin \"%1\"").arg(pluginId);
Chris@361 113 return;
Chris@361 114
Chris@361 115 } else {
Chris@361 116
Chris@361 117 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@361 118 .arg(pluginId)
Chris@361 119 .arg(pstep)
Chris@361 120 .arg(pblock)
Chris@361 121 .arg(m_transform.getStepSize())
Chris@361 122 .arg(m_transform.getBlockSize());
Chris@361 123 }
Chris@361 124
Chris@361 125 } else {
Chris@361 126
Chris@361 127 m_message = tr("Failed to initialise feature extraction plugin \"%1\"").arg(pluginId);
Chris@361 128 return;
Chris@361 129 }
Chris@320 130 }
Chris@320 131
Chris@366 132 if (m_transform.getPluginVersion() != "") {
Chris@366 133 QString pv = QString("%1").arg(m_plugin->getPluginVersion());
Chris@366 134 if (pv != m_transform.getPluginVersion()) {
Chris@366 135 QString vm = tr("Transform was configured for version %1 of plugin \"%2\", but the plugin being used is version %3")
Chris@366 136 .arg(m_transform.getPluginVersion())
Chris@366 137 .arg(pluginId)
Chris@366 138 .arg(pv);
Chris@366 139 if (m_message != "") {
Chris@366 140 m_message = QString("%1; %2").arg(vm).arg(m_message);
Chris@366 141 } else {
Chris@366 142 m_message = vm;
Chris@366 143 }
Chris@366 144 }
Chris@366 145 }
Chris@366 146
Chris@320 147 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
Chris@320 148
Chris@320 149 if (outputs.empty()) {
Chris@361 150 m_message = tr("Plugin \"%1\" has no outputs").arg(pluginId);
Chris@320 151 return;
Chris@320 152 }
Chris@320 153
Chris@320 154 for (size_t i = 0; i < outputs.size(); ++i) {
Chris@690 155 // SVDEBUG << "comparing output " << i << " name \"" << outputs[i].identifier << "\" with expected \"" << m_transform.getOutput() << "\"" << endl;
Chris@350 156 if (m_transform.getOutput() == "" ||
Chris@350 157 outputs[i].identifier == m_transform.getOutput().toStdString()) {
Chris@320 158 m_outputFeatureNo = i;
Chris@441 159 m_descriptor = new Vamp::Plugin::OutputDescriptor(outputs[i]);
Chris@320 160 break;
Chris@320 161 }
Chris@320 162 }
Chris@320 163
Chris@320 164 if (!m_descriptor) {
Chris@361 165 m_message = tr("Plugin \"%1\" has no output named \"%2\"")
Chris@361 166 .arg(pluginId)
Chris@361 167 .arg(m_transform.getOutput());
Chris@320 168 return;
Chris@320 169 }
Chris@320 170
Chris@558 171 createOutputModel();
Chris@558 172 }
Chris@558 173
Chris@558 174 void
Chris@558 175 FeatureExtractionModelTransformer::createOutputModel()
Chris@558 176 {
Chris@558 177 DenseTimeValueModel *input = getConformingInput();
Chris@558 178
Chris@331 179 // std::cerr << "FeatureExtractionModelTransformer: output sample type "
Chris@320 180 // << m_descriptor->sampleType << std::endl;
Chris@320 181
Chris@558 182 PluginRDFDescription description(m_transform.getPluginIdentifier());
Chris@558 183 QString outputId = m_transform.getOutput();
Chris@558 184
Chris@320 185 int binCount = 1;
Chris@320 186 float minValue = 0.0, maxValue = 0.0;
Chris@320 187 bool haveExtents = false;
Chris@320 188
Chris@320 189 if (m_descriptor->hasFixedBinCount) {
Chris@320 190 binCount = m_descriptor->binCount;
Chris@320 191 }
Chris@320 192
Chris@331 193 // std::cerr << "FeatureExtractionModelTransformer: output bin count "
Chris@320 194 // << binCount << std::endl;
Chris@320 195
Chris@320 196 if (binCount > 0 && m_descriptor->hasKnownExtents) {
Chris@320 197 minValue = m_descriptor->minValue;
Chris@320 198 maxValue = m_descriptor->maxValue;
Chris@320 199 haveExtents = true;
Chris@320 200 }
Chris@320 201
Chris@350 202 size_t modelRate = input->getSampleRate();
Chris@320 203 size_t modelResolution = 1;
Chris@320 204
Chris@320 205 switch (m_descriptor->sampleType) {
Chris@320 206
Chris@320 207 case Vamp::Plugin::OutputDescriptor::VariableSampleRate:
Chris@320 208 if (m_descriptor->sampleRate != 0.0) {
Chris@320 209 modelResolution = size_t(modelRate / m_descriptor->sampleRate + 0.001);
Chris@320 210 }
Chris@320 211 break;
Chris@320 212
Chris@320 213 case Vamp::Plugin::OutputDescriptor::OneSamplePerStep:
Chris@350 214 modelResolution = m_transform.getStepSize();
Chris@320 215 break;
Chris@320 216
Chris@320 217 case Vamp::Plugin::OutputDescriptor::FixedSampleRate:
Chris@451 218 //!!! SV doesn't actually support display of models that have
Chris@451 219 //!!! different underlying rates together -- so we always set
Chris@451 220 //!!! the model rate to be the input model's rate, and adjust
Chris@451 221 //!!! the resolution appropriately. We can't properly display
Chris@451 222 //!!! data with a higher resolution than the base model at all
Chris@451 223 // modelRate = size_t(m_descriptor->sampleRate + 0.001);
Chris@451 224 if (m_descriptor->sampleRate > input->getSampleRate()) {
Chris@451 225 modelResolution = 1;
Chris@451 226 } else {
Chris@451 227 modelResolution = size_t(input->getSampleRate() /
Chris@451 228 m_descriptor->sampleRate);
Chris@451 229 }
Chris@320 230 break;
Chris@320 231 }
Chris@320 232
Chris@441 233 bool preDurationPlugin = (m_plugin->getVampApiVersion() < 2);
Chris@441 234
Chris@441 235 if (binCount == 0 &&
Chris@441 236 (preDurationPlugin || !m_descriptor->hasDuration)) {
Chris@320 237
Chris@445 238 // Anything with no value and no duration is an instant
Chris@445 239
Chris@320 240 m_output = new SparseOneDimensionalModel(modelRate, modelResolution,
Chris@320 241 false);
Chris@320 242
Chris@558 243 QString outputEventTypeURI = description.getOutputEventTypeURI(outputId);
Chris@558 244 m_output->setRDFTypeURI(outputEventTypeURI);
Chris@558 245
Chris@441 246 } else if ((preDurationPlugin && binCount > 1 &&
Chris@441 247 (m_descriptor->sampleType ==
Chris@441 248 Vamp::Plugin::OutputDescriptor::VariableSampleRate)) ||
Chris@441 249 (!preDurationPlugin && m_descriptor->hasDuration)) {
Chris@441 250
Chris@441 251 // For plugins using the old v1 API without explicit duration,
Chris@441 252 // we treat anything that has multiple bins (i.e. that has the
Chris@441 253 // potential to have value and duration) and a variable sample
Chris@441 254 // rate as a note model, taking its values as pitch, duration
Chris@441 255 // and velocity (if present) respectively. This is the same
Chris@441 256 // behaviour as always applied by SV to these plugins in the
Chris@441 257 // past.
Chris@441 258
Chris@441 259 // For plugins with the newer API, we treat anything with
Chris@441 260 // duration as either a note model with pitch and velocity, or
Chris@441 261 // a region model.
Chris@441 262
Chris@441 263 // How do we know whether it's an interval or note model?
Chris@441 264 // What's the essential difference? Is a note model any
Chris@441 265 // interval model using a Hz or "MIDI pitch" scale? There
Chris@441 266 // isn't really a reliable test for "MIDI pitch"... Does a
Chris@441 267 // note model always have velocity? This is a good question
Chris@441 268 // to be addressed by accompanying RDF, but for the moment we
Chris@441 269 // will do the following...
Chris@441 270
Chris@441 271 bool isNoteModel = false;
Chris@441 272
Chris@441 273 // Regions have only value (and duration -- we can't extract a
Chris@441 274 // region model from an old-style plugin that doesn't support
Chris@441 275 // duration)
Chris@441 276 if (binCount > 1) isNoteModel = true;
Chris@441 277
Chris@595 278 // Regions do not have units of Hz or MIDI things (a sweeping
Chris@595 279 // assumption!)
Chris@595 280 if (m_descriptor->unit == "Hz" ||
Chris@595 281 m_descriptor->unit.find("MIDI") != std::string::npos ||
Chris@595 282 m_descriptor->unit.find("midi") != std::string::npos) {
Chris@595 283 isNoteModel = true;
Chris@595 284 }
Chris@441 285
Chris@441 286 // If we had a "sparse 3D model", we would have the additional
Chris@441 287 // problem of determining whether to use that here (if bin
Chris@441 288 // count > 1). But we don't.
Chris@441 289
Chris@441 290 if (isNoteModel) {
Chris@441 291
Chris@441 292 NoteModel *model;
Chris@441 293 if (haveExtents) {
Chris@441 294 model = new NoteModel
Chris@441 295 (modelRate, modelResolution, minValue, maxValue, false);
Chris@441 296 } else {
Chris@441 297 model = new NoteModel
Chris@441 298 (modelRate, modelResolution, false);
Chris@441 299 }
Chris@441 300 model->setScaleUnits(m_descriptor->unit.c_str());
Chris@441 301 m_output = model;
Chris@441 302
Chris@441 303 } else {
Chris@441 304
Chris@441 305 RegionModel *model;
Chris@441 306 if (haveExtents) {
Chris@441 307 model = new RegionModel
Chris@441 308 (modelRate, modelResolution, minValue, maxValue, false);
Chris@441 309 } else {
Chris@441 310 model = new RegionModel
Chris@441 311 (modelRate, modelResolution, false);
Chris@441 312 }
Chris@441 313 model->setScaleUnits(m_descriptor->unit.c_str());
Chris@441 314 m_output = model;
Chris@441 315 }
Chris@441 316
Chris@558 317 QString outputEventTypeURI = description.getOutputEventTypeURI(outputId);
Chris@558 318 m_output->setRDFTypeURI(outputEventTypeURI);
Chris@558 319
Chris@441 320 } else if (binCount == 1 ||
Chris@441 321 (m_descriptor->sampleType ==
Chris@441 322 Vamp::Plugin::OutputDescriptor::VariableSampleRate)) {
Chris@441 323
Chris@441 324 // Anything that is not a 1D, note, or interval model and that
Chris@441 325 // has only one value per result must be a sparse time value
Chris@441 326 // model.
Chris@441 327
Chris@441 328 // Anything that is not a 1D, note, or interval model and that
Chris@441 329 // has a variable sample rate is also treated as a sparse time
Chris@441 330 // value model regardless of its bin count, because we lack a
Chris@441 331 // sparse 3D model.
Chris@320 332
Chris@320 333 SparseTimeValueModel *model;
Chris@320 334 if (haveExtents) {
Chris@320 335 model = new SparseTimeValueModel
Chris@320 336 (modelRate, modelResolution, minValue, maxValue, false);
Chris@320 337 } else {
Chris@320 338 model = new SparseTimeValueModel
Chris@320 339 (modelRate, modelResolution, false);
Chris@320 340 }
Chris@558 341
Chris@558 342 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
Chris@320 343 model->setScaleUnits(outputs[m_outputFeatureNo].unit.c_str());
Chris@320 344
Chris@320 345 m_output = model;
Chris@320 346
Chris@558 347 QString outputEventTypeURI = description.getOutputEventTypeURI(outputId);
Chris@558 348 m_output->setRDFTypeURI(outputEventTypeURI);
Chris@558 349
Chris@441 350 } else {
Chris@320 351
Chris@441 352 // Anything that is not a 1D, note, or interval model and that
Chris@441 353 // has a fixed sample rate and more than one value per result
Chris@441 354 // must be a dense 3D model.
Chris@320 355
Chris@320 356 EditableDenseThreeDimensionalModel *model =
Chris@320 357 new EditableDenseThreeDimensionalModel
Chris@535 358 (modelRate, modelResolution, binCount,
Chris@535 359 EditableDenseThreeDimensionalModel::BasicMultirateCompression,
Chris@535 360 false);
Chris@320 361
Chris@320 362 if (!m_descriptor->binNames.empty()) {
Chris@320 363 std::vector<QString> names;
Chris@320 364 for (size_t i = 0; i < m_descriptor->binNames.size(); ++i) {
Chris@320 365 names.push_back(m_descriptor->binNames[i].c_str());
Chris@320 366 }
Chris@320 367 model->setBinNames(names);
Chris@320 368 }
Chris@320 369
Chris@320 370 m_output = model;
Chris@558 371
Chris@558 372 QString outputSignalTypeURI = description.getOutputSignalTypeURI(outputId);
Chris@558 373 m_output->setRDFTypeURI(outputSignalTypeURI);
Chris@320 374 }
Chris@333 375
Chris@350 376 if (m_output) m_output->setSourceModel(input);
Chris@320 377 }
Chris@320 378
Chris@331 379 FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()
Chris@320 380 {
Chris@690 381 // SVDEBUG << "FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()" << endl;
Chris@320 382 delete m_plugin;
Chris@320 383 delete m_descriptor;
Chris@320 384 }
Chris@320 385
Chris@320 386 DenseTimeValueModel *
Chris@350 387 FeatureExtractionModelTransformer::getConformingInput()
Chris@320 388 {
Chris@690 389 // SVDEBUG << "FeatureExtractionModelTransformer::getConformingInput: input model is " << getInputModel() << endl;
Chris@408 390
Chris@320 391 DenseTimeValueModel *dtvm =
Chris@320 392 dynamic_cast<DenseTimeValueModel *>(getInputModel());
Chris@320 393 if (!dtvm) {
Chris@690 394 SVDEBUG << "FeatureExtractionModelTransformer::getConformingInput: WARNING: Input model is not conformable to DenseTimeValueModel" << endl;
Chris@320 395 }
Chris@320 396 return dtvm;
Chris@320 397 }
Chris@320 398
Chris@320 399 void
Chris@331 400 FeatureExtractionModelTransformer::run()
Chris@320 401 {
Chris@350 402 DenseTimeValueModel *input = getConformingInput();
Chris@320 403 if (!input) return;
Chris@320 404
Chris@320 405 if (!m_output) return;
Chris@320 406
Chris@497 407 while (!input->isReady() && !m_abandoned) {
Chris@690 408 SVDEBUG << "FeatureExtractionModelTransformer::run: Waiting for input model to be ready..." << endl;
Chris@497 409 usleep(500000);
Chris@320 410 }
Chris@497 411 if (m_abandoned) return;
Chris@320 412
Chris@350 413 size_t sampleRate = input->getSampleRate();
Chris@320 414
Chris@320 415 size_t channelCount = input->getChannelCount();
Chris@320 416 if (m_plugin->getMaxChannelCount() < channelCount) {
Chris@320 417 channelCount = 1;
Chris@320 418 }
Chris@320 419
Chris@320 420 float **buffers = new float*[channelCount];
Chris@320 421 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@350 422 buffers[ch] = new float[m_transform.getBlockSize() + 2];
Chris@320 423 }
Chris@320 424
Chris@350 425 size_t stepSize = m_transform.getStepSize();
Chris@350 426 size_t blockSize = m_transform.getBlockSize();
Chris@350 427
Chris@320 428 bool frequencyDomain = (m_plugin->getInputDomain() ==
Chris@320 429 Vamp::Plugin::FrequencyDomain);
Chris@320 430 std::vector<FFTModel *> fftModels;
Chris@320 431
Chris@320 432 if (frequencyDomain) {
Chris@320 433 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@320 434 FFTModel *model = new FFTModel
Chris@350 435 (getConformingInput(),
Chris@350 436 channelCount == 1 ? m_input.getChannel() : ch,
Chris@350 437 m_transform.getWindowType(),
Chris@350 438 blockSize,
Chris@350 439 stepSize,
Chris@350 440 blockSize,
Chris@334 441 false,
Chris@334 442 StorageAdviser::PrecisionCritical);
Chris@320 443 if (!model->isOK()) {
Chris@320 444 delete model;
Chris@320 445 setCompletion(100);
Chris@387 446 //!!! 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@387 447 throw AllocationFailed("Failed to create the FFT model for this feature extraction model transformer");
Chris@320 448 }
Chris@320 449 model->resume();
Chris@320 450 fftModels.push_back(model);
Chris@320 451 }
Chris@320 452 }
Chris@320 453
Chris@350 454 long startFrame = m_input.getModel()->getStartFrame();
Chris@350 455 long endFrame = m_input.getModel()->getEndFrame();
Chris@320 456
Chris@350 457 RealTime contextStartRT = m_transform.getStartTime();
Chris@350 458 RealTime contextDurationRT = m_transform.getDuration();
Chris@350 459
Chris@350 460 long contextStart =
Chris@350 461 RealTime::realTime2Frame(contextStartRT, sampleRate);
Chris@350 462
Chris@350 463 long contextDuration =
Chris@350 464 RealTime::realTime2Frame(contextDurationRT, sampleRate);
Chris@320 465
Chris@320 466 if (contextStart == 0 || contextStart < startFrame) {
Chris@320 467 contextStart = startFrame;
Chris@320 468 }
Chris@320 469
Chris@320 470 if (contextDuration == 0) {
Chris@320 471 contextDuration = endFrame - contextStart;
Chris@320 472 }
Chris@320 473 if (contextStart + contextDuration > endFrame) {
Chris@320 474 contextDuration = endFrame - contextStart;
Chris@320 475 }
Chris@320 476
Chris@320 477 long blockFrame = contextStart;
Chris@320 478
Chris@320 479 long prevCompletion = 0;
Chris@320 480
Chris@320 481 setCompletion(0);
Chris@320 482
Chris@556 483 float *reals = 0;
Chris@556 484 float *imaginaries = 0;
Chris@556 485 if (frequencyDomain) {
Chris@556 486 reals = new float[blockSize/2 + 1];
Chris@556 487 imaginaries = new float[blockSize/2 + 1];
Chris@556 488 }
Chris@556 489
Chris@678 490 QString error = "";
Chris@678 491
Chris@320 492 while (!m_abandoned) {
Chris@320 493
Chris@320 494 if (frequencyDomain) {
Chris@350 495 if (blockFrame - int(blockSize)/2 >
Chris@320 496 contextStart + contextDuration) break;
Chris@320 497 } else {
Chris@320 498 if (blockFrame >=
Chris@320 499 contextStart + contextDuration) break;
Chris@320 500 }
Chris@320 501
Chris@690 502 // SVDEBUG << "FeatureExtractionModelTransformer::run: blockFrame "
Chris@320 503 // << blockFrame << ", endFrame " << endFrame << ", blockSize "
Chris@687 504 // << blockSize << endl;
Chris@320 505
Chris@320 506 long completion =
Chris@350 507 (((blockFrame - contextStart) / stepSize) * 99) /
Chris@557 508 (contextDuration / stepSize + 1);
Chris@320 509
Chris@350 510 // channelCount is either m_input.getModel()->channelCount or 1
Chris@320 511
Chris@363 512 if (frequencyDomain) {
Chris@363 513 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@350 514 int column = (blockFrame - startFrame) / stepSize;
Chris@556 515 fftModels[ch]->getValuesAt(column, reals, imaginaries);
Chris@350 516 for (size_t i = 0; i <= blockSize/2; ++i) {
Chris@556 517 buffers[ch][i*2] = reals[i];
Chris@556 518 buffers[ch][i*2+1] = imaginaries[i];
Chris@320 519 }
Chris@678 520 error = fftModels[ch]->getError();
Chris@678 521 if (error != "") {
Chris@686 522 std::cerr << "FeatureExtractionModelTransformer::run: Abandoning, error is " << error << std::endl;
Chris@678 523 m_abandoned = true;
Chris@678 524 m_message = error;
Chris@678 525 }
Chris@363 526 }
Chris@363 527 } else {
Chris@363 528 getFrames(channelCount, blockFrame, blockSize, buffers);
Chris@320 529 }
Chris@320 530
Chris@497 531 if (m_abandoned) break;
Chris@497 532
Chris@320 533 Vamp::Plugin::FeatureSet features = m_plugin->process
Chris@320 534 (buffers, Vamp::RealTime::frame2RealTime(blockFrame, sampleRate));
Chris@320 535
Chris@497 536 if (m_abandoned) break;
Chris@497 537
Chris@320 538 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
Chris@320 539 Vamp::Plugin::Feature feature =
Chris@320 540 features[m_outputFeatureNo][fi];
Chris@320 541 addFeature(blockFrame, feature);
Chris@320 542 }
Chris@320 543
Chris@320 544 if (blockFrame == contextStart || completion > prevCompletion) {
Chris@320 545 setCompletion(completion);
Chris@320 546 prevCompletion = completion;
Chris@320 547 }
Chris@320 548
Chris@350 549 blockFrame += stepSize;
Chris@320 550 }
Chris@320 551
Chris@497 552 if (!m_abandoned) {
Chris@497 553 Vamp::Plugin::FeatureSet features = m_plugin->getRemainingFeatures();
Chris@320 554
Chris@497 555 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
Chris@497 556 Vamp::Plugin::Feature feature =
Chris@497 557 features[m_outputFeatureNo][fi];
Chris@497 558 addFeature(blockFrame, feature);
Chris@497 559 }
Chris@497 560 }
Chris@320 561
Chris@497 562 setCompletion(100);
Chris@320 563
Chris@320 564 if (frequencyDomain) {
Chris@320 565 for (size_t ch = 0; ch < channelCount; ++ch) {
Chris@320 566 delete fftModels[ch];
Chris@320 567 }
Chris@556 568 delete[] reals;
Chris@556 569 delete[] imaginaries;
Chris@320 570 }
Chris@320 571 }
Chris@320 572
Chris@320 573 void
Chris@363 574 FeatureExtractionModelTransformer::getFrames(int channelCount,
Chris@363 575 long startFrame, long size,
Chris@363 576 float **buffers)
Chris@320 577 {
Chris@320 578 long offset = 0;
Chris@320 579
Chris@320 580 if (startFrame < 0) {
Chris@363 581 for (int c = 0; c < channelCount; ++c) {
Chris@363 582 for (int i = 0; i < size && startFrame + i < 0; ++i) {
Chris@363 583 buffers[c][i] = 0.0f;
Chris@363 584 }
Chris@320 585 }
Chris@320 586 offset = -startFrame;
Chris@320 587 size -= offset;
Chris@320 588 if (size <= 0) return;
Chris@320 589 startFrame = 0;
Chris@320 590 }
Chris@320 591
Chris@350 592 DenseTimeValueModel *input = getConformingInput();
Chris@350 593 if (!input) return;
Chris@363 594
Chris@363 595 long got = 0;
Chris@350 596
Chris@363 597 if (channelCount == 1) {
Chris@363 598
Chris@363 599 got = input->getData(m_input.getChannel(), startFrame, size,
Chris@363 600 buffers[0] + offset);
Chris@363 601
Chris@363 602 if (m_input.getChannel() == -1 && input->getChannelCount() > 1) {
Chris@363 603 // use mean instead of sum, as plugin input
Chris@363 604 float cc = float(input->getChannelCount());
Chris@363 605 for (long i = 0; i < size; ++i) {
Chris@363 606 buffers[0][i + offset] /= cc;
Chris@363 607 }
Chris@363 608 }
Chris@363 609
Chris@363 610 } else {
Chris@363 611
Chris@363 612 float **writebuf = buffers;
Chris@363 613 if (offset > 0) {
Chris@363 614 writebuf = new float *[channelCount];
Chris@363 615 for (int i = 0; i < channelCount; ++i) {
Chris@363 616 writebuf[i] = buffers[i] + offset;
Chris@363 617 }
Chris@363 618 }
Chris@363 619
Chris@363 620 got = input->getData(0, channelCount-1, startFrame, size, writebuf);
Chris@363 621
Chris@363 622 if (writebuf != buffers) delete[] writebuf;
Chris@363 623 }
Chris@320 624
Chris@320 625 while (got < size) {
Chris@363 626 for (int c = 0; c < channelCount; ++c) {
Chris@363 627 buffers[c][got + offset] = 0.0;
Chris@363 628 }
Chris@320 629 ++got;
Chris@320 630 }
Chris@320 631 }
Chris@320 632
Chris@320 633 void
Chris@331 634 FeatureExtractionModelTransformer::addFeature(size_t blockFrame,
Chris@320 635 const Vamp::Plugin::Feature &feature)
Chris@320 636 {
Chris@350 637 size_t inputRate = m_input.getModel()->getSampleRate();
Chris@320 638
Chris@690 639 // SVDEBUG << "FeatureExtractionModelTransformer::addFeature("
Chris@687 640 // << blockFrame << ")" << endl;
Chris@320 641
Chris@320 642 int binCount = 1;
Chris@320 643 if (m_descriptor->hasFixedBinCount) {
Chris@320 644 binCount = m_descriptor->binCount;
Chris@320 645 }
Chris@320 646
Chris@320 647 size_t frame = blockFrame;
Chris@320 648
Chris@320 649 if (m_descriptor->sampleType ==
Chris@320 650 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
Chris@320 651
Chris@320 652 if (!feature.hasTimestamp) {
Chris@320 653 std::cerr
Chris@331 654 << "WARNING: FeatureExtractionModelTransformer::addFeature: "
Chris@320 655 << "Feature has variable sample rate but no timestamp!"
Chris@320 656 << std::endl;
Chris@320 657 return;
Chris@320 658 } else {
Chris@320 659 frame = Vamp::RealTime::realTime2Frame(feature.timestamp, inputRate);
Chris@320 660 }
Chris@320 661
Chris@320 662 } else if (m_descriptor->sampleType ==
Chris@320 663 Vamp::Plugin::OutputDescriptor::FixedSampleRate) {
Chris@320 664
Chris@320 665 if (feature.hasTimestamp) {
Chris@320 666 //!!! warning: sampleRate may be non-integral
Chris@320 667 frame = Vamp::RealTime::realTime2Frame(feature.timestamp,
Chris@451 668 //!!! see comment above when setting up modelResolution and modelRate
Chris@451 669 // lrintf(m_descriptor->sampleRate));
Chris@451 670 inputRate);
Chris@320 671 } else {
Chris@320 672 frame = m_output->getEndFrame();
Chris@320 673 }
Chris@320 674 }
Chris@320 675
Chris@441 676 // Rather than repeat the complicated tests from the constructor
Chris@441 677 // to determine what sort of model we must be adding the features
Chris@441 678 // to, we instead test what sort of model the constructor decided
Chris@441 679 // to create.
Chris@320 680
Chris@441 681 if (isOutput<SparseOneDimensionalModel>()) {
Chris@441 682
Chris@441 683 SparseOneDimensionalModel *model =
Chris@350 684 getConformingOutput<SparseOneDimensionalModel>();
Chris@320 685 if (!model) return;
Chris@350 686
Chris@441 687 model->addPoint(SparseOneDimensionalModel::Point
Chris@441 688 (frame, feature.label.c_str()));
Chris@320 689
Chris@441 690 } else if (isOutput<SparseTimeValueModel>()) {
Chris@320 691
Chris@350 692 SparseTimeValueModel *model =
Chris@350 693 getConformingOutput<SparseTimeValueModel>();
Chris@320 694 if (!model) return;
Chris@350 695
Chris@454 696 for (int i = 0; i < feature.values.size(); ++i) {
Chris@454 697
Chris@454 698 float value = feature.values[i];
Chris@454 699
Chris@454 700 QString label = feature.label.c_str();
Chris@454 701 if (feature.values.size() > 1) {
Chris@454 702 label = QString("[%1] %2").arg(i+1).arg(label);
Chris@454 703 }
Chris@454 704
Chris@454 705 model->addPoint(SparseTimeValueModel::Point(frame, value, label));
Chris@454 706 }
Chris@320 707
Chris@441 708 } else if (isOutput<NoteModel>() || isOutput<RegionModel>()) {
Chris@320 709
Chris@441 710 int index = 0;
Chris@441 711
Chris@441 712 float value = 0.0;
Chris@441 713 if (feature.values.size() > index) {
Chris@441 714 value = feature.values[index++];
Chris@441 715 }
Chris@320 716
Chris@320 717 float duration = 1;
Chris@441 718 if (feature.hasDuration) {
Chris@441 719 duration = Vamp::RealTime::realTime2Frame(feature.duration, inputRate);
Chris@441 720 } else {
Chris@441 721 if (feature.values.size() > index) {
Chris@441 722 duration = feature.values[index++];
Chris@441 723 }
Chris@441 724 }
Chris@320 725
Chris@441 726 if (isOutput<NoteModel>()) {
Chris@320 727
Chris@441 728 float velocity = 100;
Chris@441 729 if (feature.values.size() > index) {
Chris@441 730 velocity = feature.values[index++];
Chris@441 731 }
Chris@441 732 if (velocity < 0) velocity = 127;
Chris@441 733 if (velocity > 127) velocity = 127;
Chris@320 734
Chris@441 735 NoteModel *model = getConformingOutput<NoteModel>();
Chris@441 736 if (!model) return;
Chris@441 737 model->addPoint(NoteModel::Point(frame, value, // value is pitch
Chris@441 738 lrintf(duration),
Chris@441 739 velocity / 127.f,
Chris@441 740 feature.label.c_str()));
Chris@441 741 } else {
Chris@441 742 RegionModel *model = getConformingOutput<RegionModel>();
Chris@454 743 if (!model) return;
Chris@454 744
Chris@474 745 if (feature.hasDuration && !feature.values.empty()) {
Chris@454 746
Chris@454 747 for (int i = 0; i < feature.values.size(); ++i) {
Chris@454 748
Chris@454 749 float value = feature.values[i];
Chris@454 750
Chris@454 751 QString label = feature.label.c_str();
Chris@454 752 if (feature.values.size() > 1) {
Chris@454 753 label = QString("[%1] %2").arg(i+1).arg(label);
Chris@454 754 }
Chris@454 755
Chris@454 756 model->addPoint(RegionModel::Point(frame, value,
Chris@454 757 lrintf(duration),
Chris@454 758 label));
Chris@454 759 }
Chris@454 760 } else {
Chris@454 761
Chris@441 762 model->addPoint(RegionModel::Point(frame, value,
Chris@441 763 lrintf(duration),
Chris@441 764 feature.label.c_str()));
Chris@454 765 }
Chris@441 766 }
Chris@320 767
Chris@441 768 } else if (isOutput<EditableDenseThreeDimensionalModel>()) {
Chris@320 769
Chris@533 770 DenseThreeDimensionalModel::Column values =
Chris@533 771 DenseThreeDimensionalModel::Column::fromStdVector(feature.values);
Chris@320 772
Chris@320 773 EditableDenseThreeDimensionalModel *model =
Chris@350 774 getConformingOutput<EditableDenseThreeDimensionalModel>();
Chris@320 775 if (!model) return;
Chris@320 776
Chris@320 777 model->setColumn(frame / model->getResolution(), values);
Chris@441 778
Chris@441 779 } else {
Chris@690 780 SVDEBUG << "FeatureExtractionModelTransformer::addFeature: Unknown output model type!" << endl;
Chris@320 781 }
Chris@320 782 }
Chris@320 783
Chris@320 784 void
Chris@331 785 FeatureExtractionModelTransformer::setCompletion(int completion)
Chris@320 786 {
Chris@320 787 int binCount = 1;
Chris@320 788 if (m_descriptor->hasFixedBinCount) {
Chris@320 789 binCount = m_descriptor->binCount;
Chris@320 790 }
Chris@320 791
Chris@690 792 // SVDEBUG << "FeatureExtractionModelTransformer::setCompletion("
Chris@687 793 // << completion << ")" << endl;
Chris@320 794
Chris@441 795 if (isOutput<SparseOneDimensionalModel>()) {
Chris@320 796
Chris@350 797 SparseOneDimensionalModel *model =
Chris@350 798 getConformingOutput<SparseOneDimensionalModel>();
Chris@320 799 if (!model) return;
Chris@441 800 model->setCompletion(completion, true);
Chris@320 801
Chris@441 802 } else if (isOutput<SparseTimeValueModel>()) {
Chris@320 803
Chris@350 804 SparseTimeValueModel *model =
Chris@350 805 getConformingOutput<SparseTimeValueModel>();
Chris@320 806 if (!model) return;
Chris@441 807 model->setCompletion(completion, true);
Chris@320 808
Chris@441 809 } else if (isOutput<NoteModel>()) {
Chris@320 810
Chris@441 811 NoteModel *model = getConformingOutput<NoteModel>();
Chris@320 812 if (!model) return;
Chris@441 813 model->setCompletion(completion, true);
Chris@320 814
Chris@441 815 } else if (isOutput<RegionModel>()) {
Chris@441 816
Chris@441 817 RegionModel *model = getConformingOutput<RegionModel>();
Chris@441 818 if (!model) return;
Chris@441 819 model->setCompletion(completion, true);
Chris@441 820
Chris@441 821 } else if (isOutput<EditableDenseThreeDimensionalModel>()) {
Chris@320 822
Chris@320 823 EditableDenseThreeDimensionalModel *model =
Chris@350 824 getConformingOutput<EditableDenseThreeDimensionalModel>();
Chris@320 825 if (!model) return;
Chris@350 826 model->setCompletion(completion, true); //!!!m_context.updates);
Chris@320 827 }
Chris@320 828 }
Chris@320 829