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1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
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2
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3 /*
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4 Sonic Visualiser
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5 An audio file viewer and annotation editor.
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6 Centre for Digital Music, Queen Mary, University of London.
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7 This file copyright 2006 Chris Cannam and QMUL.
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8
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9 This program is free software; you can redistribute it and/or
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10 modify it under the terms of the GNU General Public License as
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11 published by the Free Software Foundation; either version 2 of the
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12 License, or (at your option) any later version. See the file
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13 COPYING included with this distribution for more information.
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14 */
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15
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16 #include "FeatureExtractionModelTransformer.h"
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17
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18 #include "plugin/FeatureExtractionPluginFactory.h"
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19 #include "plugin/PluginXml.h"
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20 #include <vamp-hostsdk/Plugin.h>
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21
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22 #include "data/model/Model.h"
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23 #include "base/Window.h"
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24 #include "base/Exceptions.h"
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25 #include "data/model/SparseOneDimensionalModel.h"
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26 #include "data/model/SparseTimeValueModel.h"
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27 #include "data/model/EditableDenseThreeDimensionalModel.h"
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28 #include "data/model/DenseTimeValueModel.h"
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29 #include "data/model/NoteModel.h"
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30 #include "data/model/RegionModel.h"
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31 #include "data/model/FFTModel.h"
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32 #include "data/model/WaveFileModel.h"
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33 #include "rdf/PluginRDFDescription.h"
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34
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35 #include "TransformFactory.h"
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36
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37 #include <iostream>
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38
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39 FeatureExtractionModelTransformer::FeatureExtractionModelTransformer(Input in,
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40 const Transform &transform) :
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41 ModelTransformer(in, transform),
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42 m_plugin(0),
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43 m_descriptor(0),
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44 m_outputNo(0),
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45 m_fixedRateFeatureNo(-1) // we increment before use
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46 {
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47 // SVDEBUG << "FeatureExtractionModelTransformer::FeatureExtractionModelTransformer: plugin " << pluginId << ", outputName " << m_transform.getOutput() << endl;
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48
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49 QString pluginId = transform.getPluginIdentifier();
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50
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51 FeatureExtractionPluginFactory *factory =
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52 FeatureExtractionPluginFactory::instanceFor(pluginId);
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53
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54 if (!factory) {
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55 m_message = tr("No factory available for feature extraction plugin id \"%1\" (unknown plugin type, or internal error?)").arg(pluginId);
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56 return;
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57 }
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58
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59 DenseTimeValueModel *input = getConformingInput();
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60 if (!input) {
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61 m_message = tr("Input model for feature extraction plugin \"%1\" is of wrong type (internal error?)").arg(pluginId);
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62 return;
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63 }
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64
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65 m_plugin = factory->instantiatePlugin(pluginId, input->getSampleRate());
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66 if (!m_plugin) {
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67 m_message = tr("Failed to instantiate plugin \"%1\"").arg(pluginId);
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68 return;
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69 }
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70
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71 TransformFactory::getInstance()->makeContextConsistentWithPlugin
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72 (m_transform, m_plugin);
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73
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74 TransformFactory::getInstance()->setPluginParameters
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75 (m_transform, m_plugin);
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76
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77 size_t channelCount = input->getChannelCount();
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78 if (m_plugin->getMaxChannelCount() < channelCount) {
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79 channelCount = 1;
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80 }
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81 if (m_plugin->getMinChannelCount() > channelCount) {
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82 m_message = tr("Cannot provide enough channels to feature extraction plugin \"%1\" (plugin min is %2, max %3; input model has %4)")
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83 .arg(pluginId)
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84 .arg(m_plugin->getMinChannelCount())
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85 .arg(m_plugin->getMaxChannelCount())
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86 .arg(input->getChannelCount());
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87 return;
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88 }
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89
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90 SVDEBUG << "Initialising feature extraction plugin with channels = "
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91 << channelCount << ", step = " << m_transform.getStepSize()
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92 << ", block = " << m_transform.getBlockSize() << endl;
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93
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94 if (!m_plugin->initialise(channelCount,
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95 m_transform.getStepSize(),
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96 m_transform.getBlockSize())) {
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97
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98 size_t pstep = m_transform.getStepSize();
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99 size_t pblock = m_transform.getBlockSize();
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100
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101 m_transform.setStepSize(0);
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102 m_transform.setBlockSize(0);
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103 TransformFactory::getInstance()->makeContextConsistentWithPlugin
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104 (m_transform, m_plugin);
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105
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106 if (m_transform.getStepSize() != pstep ||
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107 m_transform.getBlockSize() != pblock) {
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108
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109 if (!m_plugin->initialise(channelCount,
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110 m_transform.getStepSize(),
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111 m_transform.getBlockSize())) {
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112
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113 m_message = tr("Failed to initialise feature extraction plugin \"%1\"").arg(pluginId);
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114 return;
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115
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116 } else {
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117
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118 m_message = tr("Feature extraction plugin \"%1\" rejected the given step and block sizes (%2 and %3); using plugin defaults (%4 and %5) instead")
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119 .arg(pluginId)
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120 .arg(pstep)
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121 .arg(pblock)
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122 .arg(m_transform.getStepSize())
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123 .arg(m_transform.getBlockSize());
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124 }
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125
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126 } else {
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127
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128 m_message = tr("Failed to initialise feature extraction plugin \"%1\"").arg(pluginId);
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129 return;
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130 }
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131 }
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132
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133 if (m_transform.getPluginVersion() != "") {
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134 QString pv = QString("%1").arg(m_plugin->getPluginVersion());
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135 if (pv != m_transform.getPluginVersion()) {
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136 QString vm = tr("Transform was configured for version %1 of plugin \"%2\", but the plugin being used is version %3")
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137 .arg(m_transform.getPluginVersion())
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138 .arg(pluginId)
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139 .arg(pv);
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140 if (m_message != "") {
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141 m_message = QString("%1; %2").arg(vm).arg(m_message);
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142 } else {
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143 m_message = vm;
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144 }
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145 }
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146 }
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147
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148 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
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149
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150 if (outputs.empty()) {
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151 m_message = tr("Plugin \"%1\" has no outputs").arg(pluginId);
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152 return;
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153 }
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154
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155 for (size_t i = 0; i < outputs.size(); ++i) {
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156 // SVDEBUG << "comparing output " << i << " name \"" << outputs[i].identifier << "\" with expected \"" << m_transform.getOutput() << "\"" << endl;
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157 if (m_transform.getOutput() == "" ||
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158 outputs[i].identifier == m_transform.getOutput().toStdString()) {
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159 m_outputNo = i;
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160 m_descriptor = new Vamp::Plugin::OutputDescriptor(outputs[i]);
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161 break;
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162 }
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163 }
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164
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165 if (!m_descriptor) {
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166 m_message = tr("Plugin \"%1\" has no output named \"%2\"")
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167 .arg(pluginId)
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168 .arg(m_transform.getOutput());
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169 return;
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170 }
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171
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172 createOutputModel();
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173 }
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174
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175 void
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176 FeatureExtractionModelTransformer::createOutputModel()
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177 {
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178 DenseTimeValueModel *input = getConformingInput();
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179
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180 // cerr << "FeatureExtractionModelTransformer::createOutputModel: sample type " << m_descriptor->sampleType << ", rate " << m_descriptor->sampleRate << endl;
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181
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182 PluginRDFDescription description(m_transform.getPluginIdentifier());
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183 QString outputId = m_transform.getOutput();
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184
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185 int binCount = 1;
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186 float minValue = 0.0, maxValue = 0.0;
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187 bool haveExtents = false;
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188
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189 if (m_descriptor->hasFixedBinCount) {
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190 binCount = m_descriptor->binCount;
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191 }
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192
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193 // cerr << "FeatureExtractionModelTransformer: output bin count "
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194 // << binCount << endl;
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195
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196 if (binCount > 0 && m_descriptor->hasKnownExtents) {
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197 minValue = m_descriptor->minValue;
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198 maxValue = m_descriptor->maxValue;
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199 haveExtents = true;
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200 }
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201
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202 size_t modelRate = input->getSampleRate();
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203 size_t modelResolution = 1;
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204
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205 if (m_descriptor->sampleType !=
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206 Vamp::Plugin::OutputDescriptor::OneSamplePerStep) {
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207 if (m_descriptor->sampleRate > input->getSampleRate()) {
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208 cerr << "WARNING: plugin reports output sample rate as "
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209 << m_descriptor->sampleRate << " (can't display features with finer resolution than the input rate of " << input->getSampleRate() << ")" << endl;
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210 }
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211 }
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212
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213 switch (m_descriptor->sampleType) {
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214
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215 case Vamp::Plugin::OutputDescriptor::VariableSampleRate:
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216 if (m_descriptor->sampleRate != 0.0) {
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217 modelResolution = size_t(modelRate / m_descriptor->sampleRate + 0.001);
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218 }
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219 break;
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220
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221 case Vamp::Plugin::OutputDescriptor::OneSamplePerStep:
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222 modelResolution = m_transform.getStepSize();
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223 break;
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224
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225 case Vamp::Plugin::OutputDescriptor::FixedSampleRate:
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226 //!!! SV doesn't actually support display of models that have
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227 //!!! different underlying rates together -- so we always set
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228 //!!! the model rate to be the input model's rate, and adjust
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229 //!!! the resolution appropriately. We can't properly display
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230 //!!! data with a higher resolution than the base model at all
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231 if (m_descriptor->sampleRate > input->getSampleRate()) {
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232 modelResolution = 1;
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233 } else {
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234 modelResolution = size_t(round(input->getSampleRate() /
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235 m_descriptor->sampleRate));
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236 }
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237 break;
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238 }
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239
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240 bool preDurationPlugin = (m_plugin->getVampApiVersion() < 2);
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241
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242 if (binCount == 0 &&
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243 (preDurationPlugin || !m_descriptor->hasDuration)) {
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244
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245 // Anything with no value and no duration is an instant
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246
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247 m_output = new SparseOneDimensionalModel(modelRate, modelResolution,
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248 false);
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249
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250 QString outputEventTypeURI = description.getOutputEventTypeURI(outputId);
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251 m_output->setRDFTypeURI(outputEventTypeURI);
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252
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253 } else if ((preDurationPlugin && binCount > 1 &&
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254 (m_descriptor->sampleType ==
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255 Vamp::Plugin::OutputDescriptor::VariableSampleRate)) ||
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256 (!preDurationPlugin && m_descriptor->hasDuration)) {
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257
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258 // For plugins using the old v1 API without explicit duration,
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259 // we treat anything that has multiple bins (i.e. that has the
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260 // potential to have value and duration) and a variable sample
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261 // rate as a note model, taking its values as pitch, duration
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262 // and velocity (if present) respectively. This is the same
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263 // behaviour as always applied by SV to these plugins in the
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264 // past.
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265
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266 // For plugins with the newer API, we treat anything with
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267 // duration as either a note model with pitch and velocity, or
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268 // a region model.
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269
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270 // How do we know whether it's an interval or note model?
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271 // What's the essential difference? Is a note model any
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272 // interval model using a Hz or "MIDI pitch" scale? There
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273 // isn't really a reliable test for "MIDI pitch"... Does a
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274 // note model always have velocity? This is a good question
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275 // to be addressed by accompanying RDF, but for the moment we
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276 // will do the following...
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277
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278 bool isNoteModel = false;
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279
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280 // Regions have only value (and duration -- we can't extract a
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281 // region model from an old-style plugin that doesn't support
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282 // duration)
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283 if (binCount > 1) isNoteModel = true;
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284
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285 // Regions do not have units of Hz or MIDI things (a sweeping
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286 // assumption!)
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287 if (m_descriptor->unit == "Hz" ||
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288 m_descriptor->unit.find("MIDI") != std::string::npos ||
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289 m_descriptor->unit.find("midi") != std::string::npos) {
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290 isNoteModel = true;
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291 }
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292
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293 // If we had a "sparse 3D model", we would have the additional
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294 // problem of determining whether to use that here (if bin
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295 // count > 1). But we don't.
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296
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297 if (isNoteModel) {
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298
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299 NoteModel *model;
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300 if (haveExtents) {
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301 model = new NoteModel
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302 (modelRate, modelResolution, minValue, maxValue, false);
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303 } else {
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304 model = new NoteModel
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305 (modelRate, modelResolution, false);
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306 }
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307 model->setScaleUnits(m_descriptor->unit.c_str());
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308 m_output = model;
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309
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310 } else {
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311
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312 RegionModel *model;
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313 if (haveExtents) {
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314 model = new RegionModel
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315 (modelRate, modelResolution, minValue, maxValue, false);
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316 } else {
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317 model = new RegionModel
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318 (modelRate, modelResolution, false);
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319 }
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320 model->setScaleUnits(m_descriptor->unit.c_str());
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321 m_output = model;
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322 }
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323
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324 QString outputEventTypeURI = description.getOutputEventTypeURI(outputId);
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325 m_output->setRDFTypeURI(outputEventTypeURI);
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326
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327 } else if (binCount == 1 ||
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328 (m_descriptor->sampleType ==
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329 Vamp::Plugin::OutputDescriptor::VariableSampleRate)) {
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330
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331 // Anything that is not a 1D, note, or interval model and that
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332 // has only one value per result must be a sparse time value
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333 // model.
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334
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335 // Anything that is not a 1D, note, or interval model and that
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336 // has a variable sample rate is also treated as a sparse time
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337 // value model regardless of its bin count, because we lack a
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338 // sparse 3D model.
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339
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340 SparseTimeValueModel *model;
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341 if (haveExtents) {
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342 model = new SparseTimeValueModel
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343 (modelRate, modelResolution, minValue, maxValue, false);
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Chris@320
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344 } else {
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345 model = new SparseTimeValueModel
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346 (modelRate, modelResolution, false);
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Chris@320
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347 }
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348
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349 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
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350 model->setScaleUnits(outputs[m_outputNo].unit.c_str());
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351
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352 m_output = model;
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353
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354 QString outputEventTypeURI = description.getOutputEventTypeURI(outputId);
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Chris@558
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355 m_output->setRDFTypeURI(outputEventTypeURI);
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Chris@558
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356
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Chris@441
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357 } else {
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358
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Chris@441
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359 // Anything that is not a 1D, note, or interval model and that
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Chris@441
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360 // has a fixed sample rate and more than one value per result
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Chris@441
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361 // must be a dense 3D model.
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362
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Chris@320
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363 EditableDenseThreeDimensionalModel *model =
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364 new EditableDenseThreeDimensionalModel
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Chris@535
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365 (modelRate, modelResolution, binCount,
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Chris@535
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366 EditableDenseThreeDimensionalModel::BasicMultirateCompression,
|
Chris@535
|
367 false);
|
Chris@320
|
368
|
Chris@320
|
369 if (!m_descriptor->binNames.empty()) {
|
Chris@320
|
370 std::vector<QString> names;
|
Chris@320
|
371 for (size_t i = 0; i < m_descriptor->binNames.size(); ++i) {
|
Chris@320
|
372 names.push_back(m_descriptor->binNames[i].c_str());
|
Chris@320
|
373 }
|
Chris@320
|
374 model->setBinNames(names);
|
Chris@320
|
375 }
|
Chris@320
|
376
|
Chris@320
|
377 m_output = model;
|
Chris@558
|
378
|
Chris@558
|
379 QString outputSignalTypeURI = description.getOutputSignalTypeURI(outputId);
|
Chris@558
|
380 m_output->setRDFTypeURI(outputSignalTypeURI);
|
Chris@320
|
381 }
|
Chris@333
|
382
|
Chris@350
|
383 if (m_output) m_output->setSourceModel(input);
|
Chris@320
|
384 }
|
Chris@320
|
385
|
Chris@331
|
386 FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()
|
Chris@320
|
387 {
|
Chris@690
|
388 // SVDEBUG << "FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()" << endl;
|
Chris@320
|
389 delete m_plugin;
|
Chris@320
|
390 delete m_descriptor;
|
Chris@320
|
391 }
|
Chris@320
|
392
|
Chris@320
|
393 DenseTimeValueModel *
|
Chris@350
|
394 FeatureExtractionModelTransformer::getConformingInput()
|
Chris@320
|
395 {
|
Chris@690
|
396 // SVDEBUG << "FeatureExtractionModelTransformer::getConformingInput: input model is " << getInputModel() << endl;
|
Chris@408
|
397
|
Chris@320
|
398 DenseTimeValueModel *dtvm =
|
Chris@320
|
399 dynamic_cast<DenseTimeValueModel *>(getInputModel());
|
Chris@320
|
400 if (!dtvm) {
|
Chris@690
|
401 SVDEBUG << "FeatureExtractionModelTransformer::getConformingInput: WARNING: Input model is not conformable to DenseTimeValueModel" << endl;
|
Chris@320
|
402 }
|
Chris@320
|
403 return dtvm;
|
Chris@320
|
404 }
|
Chris@320
|
405
|
Chris@320
|
406 void
|
Chris@331
|
407 FeatureExtractionModelTransformer::run()
|
Chris@320
|
408 {
|
Chris@350
|
409 DenseTimeValueModel *input = getConformingInput();
|
Chris@320
|
410 if (!input) return;
|
Chris@320
|
411
|
Chris@320
|
412 if (!m_output) return;
|
Chris@320
|
413
|
Chris@497
|
414 while (!input->isReady() && !m_abandoned) {
|
Chris@690
|
415 SVDEBUG << "FeatureExtractionModelTransformer::run: Waiting for input model to be ready..." << endl;
|
Chris@497
|
416 usleep(500000);
|
Chris@320
|
417 }
|
Chris@497
|
418 if (m_abandoned) return;
|
Chris@320
|
419
|
Chris@350
|
420 size_t sampleRate = input->getSampleRate();
|
Chris@320
|
421
|
Chris@320
|
422 size_t channelCount = input->getChannelCount();
|
Chris@320
|
423 if (m_plugin->getMaxChannelCount() < channelCount) {
|
Chris@320
|
424 channelCount = 1;
|
Chris@320
|
425 }
|
Chris@320
|
426
|
Chris@320
|
427 float **buffers = new float*[channelCount];
|
Chris@320
|
428 for (size_t ch = 0; ch < channelCount; ++ch) {
|
Chris@350
|
429 buffers[ch] = new float[m_transform.getBlockSize() + 2];
|
Chris@320
|
430 }
|
Chris@320
|
431
|
Chris@350
|
432 size_t stepSize = m_transform.getStepSize();
|
Chris@350
|
433 size_t blockSize = m_transform.getBlockSize();
|
Chris@350
|
434
|
Chris@320
|
435 bool frequencyDomain = (m_plugin->getInputDomain() ==
|
Chris@320
|
436 Vamp::Plugin::FrequencyDomain);
|
Chris@320
|
437 std::vector<FFTModel *> fftModels;
|
Chris@320
|
438
|
Chris@320
|
439 if (frequencyDomain) {
|
Chris@320
|
440 for (size_t ch = 0; ch < channelCount; ++ch) {
|
Chris@320
|
441 FFTModel *model = new FFTModel
|
Chris@350
|
442 (getConformingInput(),
|
Chris@350
|
443 channelCount == 1 ? m_input.getChannel() : ch,
|
Chris@350
|
444 m_transform.getWindowType(),
|
Chris@350
|
445 blockSize,
|
Chris@350
|
446 stepSize,
|
Chris@350
|
447 blockSize,
|
Chris@334
|
448 false,
|
Chris@334
|
449 StorageAdviser::PrecisionCritical);
|
Chris@320
|
450 if (!model->isOK()) {
|
Chris@320
|
451 delete model;
|
Chris@320
|
452 setCompletion(100);
|
Chris@387
|
453 //!!! 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
|
454 throw AllocationFailed("Failed to create the FFT model for this feature extraction model transformer");
|
Chris@320
|
455 }
|
Chris@320
|
456 model->resume();
|
Chris@320
|
457 fftModels.push_back(model);
|
Chris@320
|
458 }
|
Chris@320
|
459 }
|
Chris@320
|
460
|
Chris@350
|
461 long startFrame = m_input.getModel()->getStartFrame();
|
Chris@350
|
462 long endFrame = m_input.getModel()->getEndFrame();
|
Chris@320
|
463
|
Chris@350
|
464 RealTime contextStartRT = m_transform.getStartTime();
|
Chris@350
|
465 RealTime contextDurationRT = m_transform.getDuration();
|
Chris@350
|
466
|
Chris@350
|
467 long contextStart =
|
Chris@350
|
468 RealTime::realTime2Frame(contextStartRT, sampleRate);
|
Chris@350
|
469
|
Chris@350
|
470 long contextDuration =
|
Chris@350
|
471 RealTime::realTime2Frame(contextDurationRT, sampleRate);
|
Chris@320
|
472
|
Chris@320
|
473 if (contextStart == 0 || contextStart < startFrame) {
|
Chris@320
|
474 contextStart = startFrame;
|
Chris@320
|
475 }
|
Chris@320
|
476
|
Chris@320
|
477 if (contextDuration == 0) {
|
Chris@320
|
478 contextDuration = endFrame - contextStart;
|
Chris@320
|
479 }
|
Chris@320
|
480 if (contextStart + contextDuration > endFrame) {
|
Chris@320
|
481 contextDuration = endFrame - contextStart;
|
Chris@320
|
482 }
|
Chris@320
|
483
|
Chris@320
|
484 long blockFrame = contextStart;
|
Chris@320
|
485
|
Chris@320
|
486 long prevCompletion = 0;
|
Chris@320
|
487
|
Chris@320
|
488 setCompletion(0);
|
Chris@320
|
489
|
Chris@556
|
490 float *reals = 0;
|
Chris@556
|
491 float *imaginaries = 0;
|
Chris@556
|
492 if (frequencyDomain) {
|
Chris@556
|
493 reals = new float[blockSize/2 + 1];
|
Chris@556
|
494 imaginaries = new float[blockSize/2 + 1];
|
Chris@556
|
495 }
|
Chris@556
|
496
|
Chris@678
|
497 QString error = "";
|
Chris@678
|
498
|
Chris@320
|
499 while (!m_abandoned) {
|
Chris@320
|
500
|
Chris@320
|
501 if (frequencyDomain) {
|
Chris@350
|
502 if (blockFrame - int(blockSize)/2 >
|
Chris@320
|
503 contextStart + contextDuration) break;
|
Chris@320
|
504 } else {
|
Chris@320
|
505 if (blockFrame >=
|
Chris@320
|
506 contextStart + contextDuration) break;
|
Chris@320
|
507 }
|
Chris@320
|
508
|
Chris@690
|
509 // SVDEBUG << "FeatureExtractionModelTransformer::run: blockFrame "
|
Chris@320
|
510 // << blockFrame << ", endFrame " << endFrame << ", blockSize "
|
Chris@687
|
511 // << blockSize << endl;
|
Chris@320
|
512
|
Chris@320
|
513 long completion =
|
Chris@350
|
514 (((blockFrame - contextStart) / stepSize) * 99) /
|
Chris@557
|
515 (contextDuration / stepSize + 1);
|
Chris@320
|
516
|
Chris@350
|
517 // channelCount is either m_input.getModel()->channelCount or 1
|
Chris@320
|
518
|
Chris@363
|
519 if (frequencyDomain) {
|
Chris@363
|
520 for (size_t ch = 0; ch < channelCount; ++ch) {
|
Chris@350
|
521 int column = (blockFrame - startFrame) / stepSize;
|
Chris@556
|
522 fftModels[ch]->getValuesAt(column, reals, imaginaries);
|
Chris@350
|
523 for (size_t i = 0; i <= blockSize/2; ++i) {
|
Chris@556
|
524 buffers[ch][i*2] = reals[i];
|
Chris@556
|
525 buffers[ch][i*2+1] = imaginaries[i];
|
Chris@320
|
526 }
|
Chris@678
|
527 error = fftModels[ch]->getError();
|
Chris@678
|
528 if (error != "") {
|
Chris@843
|
529 cerr << "FeatureExtractionModelTransformer::run: Abandoning, error is " << error << endl;
|
Chris@678
|
530 m_abandoned = true;
|
Chris@678
|
531 m_message = error;
|
Chris@678
|
532 }
|
Chris@363
|
533 }
|
Chris@363
|
534 } else {
|
Chris@363
|
535 getFrames(channelCount, blockFrame, blockSize, buffers);
|
Chris@320
|
536 }
|
Chris@320
|
537
|
Chris@497
|
538 if (m_abandoned) break;
|
Chris@497
|
539
|
Chris@320
|
540 Vamp::Plugin::FeatureSet features = m_plugin->process
|
Chris@320
|
541 (buffers, Vamp::RealTime::frame2RealTime(blockFrame, sampleRate));
|
Chris@320
|
542
|
Chris@497
|
543 if (m_abandoned) break;
|
Chris@497
|
544
|
Chris@778
|
545 for (size_t fi = 0; fi < features[m_outputNo].size(); ++fi) {
|
Chris@778
|
546 Vamp::Plugin::Feature feature = features[m_outputNo][fi];
|
Chris@320
|
547 addFeature(blockFrame, feature);
|
Chris@320
|
548 }
|
Chris@320
|
549
|
Chris@320
|
550 if (blockFrame == contextStart || completion > prevCompletion) {
|
Chris@320
|
551 setCompletion(completion);
|
Chris@320
|
552 prevCompletion = completion;
|
Chris@320
|
553 }
|
Chris@320
|
554
|
Chris@350
|
555 blockFrame += stepSize;
|
Chris@320
|
556 }
|
Chris@320
|
557
|
Chris@497
|
558 if (!m_abandoned) {
|
Chris@497
|
559 Vamp::Plugin::FeatureSet features = m_plugin->getRemainingFeatures();
|
Chris@320
|
560
|
Chris@778
|
561 for (size_t fi = 0; fi < features[m_outputNo].size(); ++fi) {
|
Chris@778
|
562 Vamp::Plugin::Feature feature = features[m_outputNo][fi];
|
Chris@497
|
563 addFeature(blockFrame, feature);
|
Chris@497
|
564 }
|
Chris@497
|
565 }
|
Chris@320
|
566
|
Chris@497
|
567 setCompletion(100);
|
Chris@320
|
568
|
Chris@320
|
569 if (frequencyDomain) {
|
Chris@320
|
570 for (size_t ch = 0; ch < channelCount; ++ch) {
|
Chris@320
|
571 delete fftModels[ch];
|
Chris@320
|
572 }
|
Chris@556
|
573 delete[] reals;
|
Chris@556
|
574 delete[] imaginaries;
|
Chris@320
|
575 }
|
Chris@320
|
576 }
|
Chris@320
|
577
|
Chris@320
|
578 void
|
Chris@363
|
579 FeatureExtractionModelTransformer::getFrames(int channelCount,
|
Chris@363
|
580 long startFrame, long size,
|
Chris@363
|
581 float **buffers)
|
Chris@320
|
582 {
|
Chris@320
|
583 long offset = 0;
|
Chris@320
|
584
|
Chris@320
|
585 if (startFrame < 0) {
|
Chris@363
|
586 for (int c = 0; c < channelCount; ++c) {
|
Chris@363
|
587 for (int i = 0; i < size && startFrame + i < 0; ++i) {
|
Chris@363
|
588 buffers[c][i] = 0.0f;
|
Chris@363
|
589 }
|
Chris@320
|
590 }
|
Chris@320
|
591 offset = -startFrame;
|
Chris@320
|
592 size -= offset;
|
Chris@320
|
593 if (size <= 0) return;
|
Chris@320
|
594 startFrame = 0;
|
Chris@320
|
595 }
|
Chris@320
|
596
|
Chris@350
|
597 DenseTimeValueModel *input = getConformingInput();
|
Chris@350
|
598 if (!input) return;
|
Chris@363
|
599
|
Chris@363
|
600 long got = 0;
|
Chris@350
|
601
|
Chris@363
|
602 if (channelCount == 1) {
|
Chris@363
|
603
|
Chris@363
|
604 got = input->getData(m_input.getChannel(), startFrame, size,
|
Chris@363
|
605 buffers[0] + offset);
|
Chris@363
|
606
|
Chris@363
|
607 if (m_input.getChannel() == -1 && input->getChannelCount() > 1) {
|
Chris@363
|
608 // use mean instead of sum, as plugin input
|
Chris@363
|
609 float cc = float(input->getChannelCount());
|
Chris@363
|
610 for (long i = 0; i < size; ++i) {
|
Chris@363
|
611 buffers[0][i + offset] /= cc;
|
Chris@363
|
612 }
|
Chris@363
|
613 }
|
Chris@363
|
614
|
Chris@363
|
615 } else {
|
Chris@363
|
616
|
Chris@363
|
617 float **writebuf = buffers;
|
Chris@363
|
618 if (offset > 0) {
|
Chris@363
|
619 writebuf = new float *[channelCount];
|
Chris@363
|
620 for (int i = 0; i < channelCount; ++i) {
|
Chris@363
|
621 writebuf[i] = buffers[i] + offset;
|
Chris@363
|
622 }
|
Chris@363
|
623 }
|
Chris@363
|
624
|
Chris@363
|
625 got = input->getData(0, channelCount-1, startFrame, size, writebuf);
|
Chris@363
|
626
|
Chris@363
|
627 if (writebuf != buffers) delete[] writebuf;
|
Chris@363
|
628 }
|
Chris@320
|
629
|
Chris@320
|
630 while (got < size) {
|
Chris@363
|
631 for (int c = 0; c < channelCount; ++c) {
|
Chris@363
|
632 buffers[c][got + offset] = 0.0;
|
Chris@363
|
633 }
|
Chris@320
|
634 ++got;
|
Chris@320
|
635 }
|
Chris@320
|
636 }
|
Chris@320
|
637
|
Chris@320
|
638 void
|
Chris@331
|
639 FeatureExtractionModelTransformer::addFeature(size_t blockFrame,
|
Chris@862
|
640 const Vamp::Plugin::Feature &feature)
|
Chris@320
|
641 {
|
Chris@350
|
642 size_t inputRate = m_input.getModel()->getSampleRate();
|
Chris@320
|
643
|
Chris@843
|
644 // cerr << "FeatureExtractionModelTransformer::addFeature: blockFrame = "
|
Chris@712
|
645 // << blockFrame << ", hasTimestamp = " << feature.hasTimestamp
|
Chris@712
|
646 // << ", timestamp = " << feature.timestamp << ", hasDuration = "
|
Chris@712
|
647 // << feature.hasDuration << ", duration = " << feature.duration
|
Chris@843
|
648 // << endl;
|
Chris@320
|
649
|
Chris@320
|
650 int binCount = 1;
|
Chris@320
|
651 if (m_descriptor->hasFixedBinCount) {
|
Chris@320
|
652 binCount = m_descriptor->binCount;
|
Chris@320
|
653 }
|
Chris@320
|
654
|
Chris@862
|
655 int frame = blockFrame;
|
Chris@320
|
656
|
Chris@320
|
657 if (m_descriptor->sampleType ==
|
Chris@320
|
658 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
659
|
Chris@320
|
660 if (!feature.hasTimestamp) {
|
Chris@843
|
661 cerr
|
Chris@331
|
662 << "WARNING: FeatureExtractionModelTransformer::addFeature: "
|
Chris@320
|
663 << "Feature has variable sample rate but no timestamp!"
|
Chris@843
|
664 << endl;
|
Chris@320
|
665 return;
|
Chris@320
|
666 } else {
|
Chris@320
|
667 frame = Vamp::RealTime::realTime2Frame(feature.timestamp, inputRate);
|
Chris@320
|
668 }
|
Chris@320
|
669
|
Chris@320
|
670 } else if (m_descriptor->sampleType ==
|
Chris@320
|
671 Vamp::Plugin::OutputDescriptor::FixedSampleRate) {
|
Chris@320
|
672
|
Chris@779
|
673 if (!feature.hasTimestamp) {
|
Chris@779
|
674 ++m_fixedRateFeatureNo;
|
Chris@779
|
675 } else {
|
Chris@779
|
676 RealTime ts(feature.timestamp.sec, feature.timestamp.nsec);
|
Chris@779
|
677 m_fixedRateFeatureNo =
|
Chris@779
|
678 lrint(ts.toDouble() * m_descriptor->sampleRate);
|
Chris@779
|
679 }
|
Chris@862
|
680
|
Chris@862
|
681 // cerr << "m_fixedRateFeatureNo = " << m_fixedRateFeatureNo
|
Chris@862
|
682 // << ", m_descriptor->sampleRate = " << m_descriptor->sampleRate
|
Chris@862
|
683 // << ", inputRate = " << inputRate
|
Chris@862
|
684 // << " giving frame = ";
|
Chris@889
|
685
|
Chris@779
|
686 frame = lrintf((m_fixedRateFeatureNo / m_descriptor->sampleRate)
|
Chris@862
|
687 * int(inputRate));
|
Chris@862
|
688
|
Chris@862
|
689 // cerr << frame << endl;
|
Chris@320
|
690 }
|
Chris@862
|
691
|
Chris@862
|
692 if (frame < 0) {
|
Chris@862
|
693 cerr
|
Chris@862
|
694 << "WARNING: FeatureExtractionModelTransformer::addFeature: "
|
Chris@862
|
695 << "Negative frame counts are not supported (frame = " << frame
|
Chris@862
|
696 << " from timestamp " << feature.timestamp
|
Chris@862
|
697 << "), dropping feature"
|
Chris@862
|
698 << endl;
|
Chris@862
|
699 return;
|
Chris@862
|
700 }
|
Chris@862
|
701
|
Chris@441
|
702 // Rather than repeat the complicated tests from the constructor
|
Chris@441
|
703 // to determine what sort of model we must be adding the features
|
Chris@441
|
704 // to, we instead test what sort of model the constructor decided
|
Chris@441
|
705 // to create.
|
Chris@320
|
706
|
Chris@441
|
707 if (isOutput<SparseOneDimensionalModel>()) {
|
Chris@441
|
708
|
Chris@441
|
709 SparseOneDimensionalModel *model =
|
Chris@350
|
710 getConformingOutput<SparseOneDimensionalModel>();
|
Chris@320
|
711 if (!model) return;
|
Chris@350
|
712
|
Chris@441
|
713 model->addPoint(SparseOneDimensionalModel::Point
|
Chris@441
|
714 (frame, feature.label.c_str()));
|
Chris@320
|
715
|
Chris@441
|
716 } else if (isOutput<SparseTimeValueModel>()) {
|
Chris@320
|
717
|
Chris@350
|
718 SparseTimeValueModel *model =
|
Chris@350
|
719 getConformingOutput<SparseTimeValueModel>();
|
Chris@320
|
720 if (!model) return;
|
Chris@350
|
721
|
Chris@454
|
722 for (int i = 0; i < feature.values.size(); ++i) {
|
Chris@454
|
723
|
Chris@454
|
724 float value = feature.values[i];
|
Chris@454
|
725
|
Chris@454
|
726 QString label = feature.label.c_str();
|
Chris@454
|
727 if (feature.values.size() > 1) {
|
Chris@454
|
728 label = QString("[%1] %2").arg(i+1).arg(label);
|
Chris@454
|
729 }
|
Chris@454
|
730
|
Chris@454
|
731 model->addPoint(SparseTimeValueModel::Point(frame, value, label));
|
Chris@454
|
732 }
|
Chris@320
|
733
|
Chris@441
|
734 } else if (isOutput<NoteModel>() || isOutput<RegionModel>()) {
|
Chris@320
|
735
|
Chris@441
|
736 int index = 0;
|
Chris@441
|
737
|
Chris@441
|
738 float value = 0.0;
|
Chris@441
|
739 if (feature.values.size() > index) {
|
Chris@441
|
740 value = feature.values[index++];
|
Chris@441
|
741 }
|
Chris@320
|
742
|
Chris@320
|
743 float duration = 1;
|
Chris@441
|
744 if (feature.hasDuration) {
|
Chris@441
|
745 duration = Vamp::RealTime::realTime2Frame(feature.duration, inputRate);
|
Chris@441
|
746 } else {
|
Chris@441
|
747 if (feature.values.size() > index) {
|
Chris@441
|
748 duration = feature.values[index++];
|
Chris@441
|
749 }
|
Chris@441
|
750 }
|
Chris@320
|
751
|
Chris@441
|
752 if (isOutput<NoteModel>()) {
|
Chris@320
|
753
|
Chris@441
|
754 float velocity = 100;
|
Chris@441
|
755 if (feature.values.size() > index) {
|
Chris@441
|
756 velocity = feature.values[index++];
|
Chris@441
|
757 }
|
Chris@441
|
758 if (velocity < 0) velocity = 127;
|
Chris@441
|
759 if (velocity > 127) velocity = 127;
|
Chris@320
|
760
|
Chris@441
|
761 NoteModel *model = getConformingOutput<NoteModel>();
|
Chris@441
|
762 if (!model) return;
|
Chris@441
|
763 model->addPoint(NoteModel::Point(frame, value, // value is pitch
|
Chris@441
|
764 lrintf(duration),
|
Chris@441
|
765 velocity / 127.f,
|
Chris@441
|
766 feature.label.c_str()));
|
Chris@441
|
767 } else {
|
Chris@441
|
768 RegionModel *model = getConformingOutput<RegionModel>();
|
Chris@454
|
769 if (!model) return;
|
Chris@454
|
770
|
Chris@474
|
771 if (feature.hasDuration && !feature.values.empty()) {
|
Chris@454
|
772
|
Chris@454
|
773 for (int i = 0; i < feature.values.size(); ++i) {
|
Chris@454
|
774
|
Chris@454
|
775 float value = feature.values[i];
|
Chris@454
|
776
|
Chris@454
|
777 QString label = feature.label.c_str();
|
Chris@454
|
778 if (feature.values.size() > 1) {
|
Chris@454
|
779 label = QString("[%1] %2").arg(i+1).arg(label);
|
Chris@454
|
780 }
|
Chris@454
|
781
|
Chris@454
|
782 model->addPoint(RegionModel::Point(frame, value,
|
Chris@454
|
783 lrintf(duration),
|
Chris@454
|
784 label));
|
Chris@454
|
785 }
|
Chris@454
|
786 } else {
|
Chris@454
|
787
|
Chris@441
|
788 model->addPoint(RegionModel::Point(frame, value,
|
Chris@441
|
789 lrintf(duration),
|
Chris@441
|
790 feature.label.c_str()));
|
Chris@454
|
791 }
|
Chris@441
|
792 }
|
Chris@320
|
793
|
Chris@441
|
794 } else if (isOutput<EditableDenseThreeDimensionalModel>()) {
|
Chris@320
|
795
|
Chris@533
|
796 DenseThreeDimensionalModel::Column values =
|
Chris@533
|
797 DenseThreeDimensionalModel::Column::fromStdVector(feature.values);
|
Chris@320
|
798
|
Chris@320
|
799 EditableDenseThreeDimensionalModel *model =
|
Chris@350
|
800 getConformingOutput<EditableDenseThreeDimensionalModel>();
|
Chris@320
|
801 if (!model) return;
|
Chris@320
|
802
|
Chris@889
|
803 // cerr << "(note: model resolution = " << model->getResolution() << ")"
|
Chris@889
|
804 // << endl;
|
Chris@889
|
805
|
Chris@889
|
806 if (!feature.hasTimestamp && m_fixedRateFeatureNo >= 0) {
|
Chris@889
|
807 model->setColumn(m_fixedRateFeatureNo, values);
|
Chris@889
|
808 } else {
|
Chris@889
|
809 model->setColumn(frame / model->getResolution(), values);
|
Chris@889
|
810 }
|
Chris@441
|
811
|
Chris@441
|
812 } else {
|
Chris@690
|
813 SVDEBUG << "FeatureExtractionModelTransformer::addFeature: Unknown output model type!" << endl;
|
Chris@320
|
814 }
|
Chris@320
|
815 }
|
Chris@320
|
816
|
Chris@320
|
817 void
|
Chris@331
|
818 FeatureExtractionModelTransformer::setCompletion(int completion)
|
Chris@320
|
819 {
|
Chris@320
|
820 int binCount = 1;
|
Chris@320
|
821 if (m_descriptor->hasFixedBinCount) {
|
Chris@320
|
822 binCount = m_descriptor->binCount;
|
Chris@320
|
823 }
|
Chris@320
|
824
|
Chris@690
|
825 // SVDEBUG << "FeatureExtractionModelTransformer::setCompletion("
|
Chris@687
|
826 // << completion << ")" << endl;
|
Chris@320
|
827
|
Chris@441
|
828 if (isOutput<SparseOneDimensionalModel>()) {
|
Chris@320
|
829
|
Chris@350
|
830 SparseOneDimensionalModel *model =
|
Chris@350
|
831 getConformingOutput<SparseOneDimensionalModel>();
|
Chris@320
|
832 if (!model) return;
|
Chris@441
|
833 model->setCompletion(completion, true);
|
Chris@320
|
834
|
Chris@441
|
835 } else if (isOutput<SparseTimeValueModel>()) {
|
Chris@320
|
836
|
Chris@350
|
837 SparseTimeValueModel *model =
|
Chris@350
|
838 getConformingOutput<SparseTimeValueModel>();
|
Chris@320
|
839 if (!model) return;
|
Chris@441
|
840 model->setCompletion(completion, true);
|
Chris@320
|
841
|
Chris@441
|
842 } else if (isOutput<NoteModel>()) {
|
Chris@320
|
843
|
Chris@441
|
844 NoteModel *model = getConformingOutput<NoteModel>();
|
Chris@320
|
845 if (!model) return;
|
Chris@441
|
846 model->setCompletion(completion, true);
|
Chris@320
|
847
|
Chris@441
|
848 } else if (isOutput<RegionModel>()) {
|
Chris@441
|
849
|
Chris@441
|
850 RegionModel *model = getConformingOutput<RegionModel>();
|
Chris@441
|
851 if (!model) return;
|
Chris@441
|
852 model->setCompletion(completion, true);
|
Chris@441
|
853
|
Chris@441
|
854 } else if (isOutput<EditableDenseThreeDimensionalModel>()) {
|
Chris@320
|
855
|
Chris@320
|
856 EditableDenseThreeDimensionalModel *model =
|
Chris@350
|
857 getConformingOutput<EditableDenseThreeDimensionalModel>();
|
Chris@320
|
858 if (!model) return;
|
Chris@350
|
859 model->setCompletion(completion, true); //!!!m_context.updates);
|
Chris@320
|
860 }
|
Chris@320
|
861 }
|
Chris@320
|
862
|