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