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