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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-sdk/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 "data/model/SparseOneDimensionalModel.h"
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25 #include "data/model/SparseTimeValueModel.h"
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26 #include "data/model/EditableDenseThreeDimensionalModel.h"
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27 #include "data/model/DenseTimeValueModel.h"
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28 #include "data/model/NoteModel.h"
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29 #include "data/model/FFTModel.h"
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30 #include "data/model/WaveFileModel.h"
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31
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32 #include <QMessageBox>
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33
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34 #include <iostream>
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35
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36 FeatureExtractionModelTransformer::FeatureExtractionModelTransformer(Model *inputModel,
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37 QString pluginId,
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38 const ExecutionContext &context,
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39 QString configurationXml,
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40 QString outputName) :
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41 PluginTransformer(inputModel, context),
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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 // std::cerr << "FeatureExtractionModelTransformer::FeatureExtractionModelTransformer: plugin " << pluginId.toStdString() << ", outputName " << outputName.toStdString() << std::endl;
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47
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48 FeatureExtractionPluginFactory *factory =
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49 FeatureExtractionPluginFactory::instanceFor(pluginId);
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50
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51 if (!factory) {
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52 std::cerr << "FeatureExtractionModelTransformer: No factory available for plugin id \""
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53 << pluginId.toStdString() << "\"" << std::endl;
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54 return;
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55 }
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56
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57 m_plugin = factory->instantiatePlugin(pluginId, m_input->getSampleRate());
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58
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59 if (!m_plugin) {
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60 std::cerr << "FeatureExtractionModelTransformer: Failed to instantiate plugin \""
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61 << pluginId.toStdString() << "\"" << std::endl;
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62 return;
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63 }
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64
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65 if (configurationXml != "") {
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66 PluginXml(m_plugin).setParametersFromXml(configurationXml);
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67 }
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68
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69 DenseTimeValueModel *input = getInput();
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70 if (!input) return;
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71
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72 size_t channelCount = input->getChannelCount();
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73 if (m_plugin->getMaxChannelCount() < channelCount) {
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74 channelCount = 1;
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75 }
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76 if (m_plugin->getMinChannelCount() > channelCount) {
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77 std::cerr << "FeatureExtractionModelTransformer:: "
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78 << "Can't provide enough channels to plugin (plugin min "
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79 << m_plugin->getMinChannelCount() << ", max "
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80 << m_plugin->getMaxChannelCount() << ", input model has "
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81 << input->getChannelCount() << ")" << std::endl;
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82 return;
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83 }
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84
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85 std::cerr << "Initialising feature extraction plugin with channels = "
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86 << channelCount << ", step = " << m_context.stepSize
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87 << ", block = " << m_context.blockSize << std::endl;
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88
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89 if (!m_plugin->initialise(channelCount,
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90 m_context.stepSize,
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91 m_context.blockSize)) {
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92 std::cerr << "FeatureExtractionModelTransformer: Plugin "
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93 << m_plugin->getIdentifier() << " failed to initialise!" << std::endl;
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94 return;
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95 }
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96
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97 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
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98
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99 if (outputs.empty()) {
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100 std::cerr << "FeatureExtractionModelTransformer: Plugin \""
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101 << pluginId.toStdString() << "\" has no outputs" << std::endl;
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102 return;
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103 }
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104
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105 for (size_t i = 0; i < outputs.size(); ++i) {
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106 if (outputName == "" || outputs[i].identifier == outputName.toStdString()) {
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107 m_outputFeatureNo = i;
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108 m_descriptor = new Vamp::Plugin::OutputDescriptor
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109 (outputs[i]);
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110 break;
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111 }
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112 }
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113
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114 if (!m_descriptor) {
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115 std::cerr << "FeatureExtractionModelTransformer: Plugin \""
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116 << pluginId.toStdString() << "\" has no output named \""
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117 << outputName.toStdString() << "\"" << std::endl;
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118 return;
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119 }
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120
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121 // std::cerr << "FeatureExtractionModelTransformer: output sample type "
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122 // << m_descriptor->sampleType << std::endl;
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123
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124 int binCount = 1;
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125 float minValue = 0.0, maxValue = 0.0;
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126 bool haveExtents = false;
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127
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128 if (m_descriptor->hasFixedBinCount) {
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129 binCount = m_descriptor->binCount;
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130 }
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131
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132 // std::cerr << "FeatureExtractionModelTransformer: output bin count "
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133 // << binCount << std::endl;
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134
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135 if (binCount > 0 && m_descriptor->hasKnownExtents) {
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136 minValue = m_descriptor->minValue;
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137 maxValue = m_descriptor->maxValue;
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138 haveExtents = true;
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139 }
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140
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141 size_t modelRate = m_input->getSampleRate();
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142 size_t modelResolution = 1;
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143
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144 switch (m_descriptor->sampleType) {
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145
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146 case Vamp::Plugin::OutputDescriptor::VariableSampleRate:
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147 if (m_descriptor->sampleRate != 0.0) {
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148 modelResolution = size_t(modelRate / m_descriptor->sampleRate + 0.001);
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149 }
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150 break;
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151
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152 case Vamp::Plugin::OutputDescriptor::OneSamplePerStep:
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153 modelResolution = m_context.stepSize;
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154 break;
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155
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156 case Vamp::Plugin::OutputDescriptor::FixedSampleRate:
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157 modelRate = size_t(m_descriptor->sampleRate + 0.001);
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158 break;
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159 }
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160
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161 if (binCount == 0) {
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162
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163 m_output = new SparseOneDimensionalModel(modelRate, modelResolution,
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164 false);
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165
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166 } else if (binCount == 1) {
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167
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168 SparseTimeValueModel *model;
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169 if (haveExtents) {
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170 model = new SparseTimeValueModel
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171 (modelRate, modelResolution, minValue, maxValue, false);
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172 } else {
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173 model = new SparseTimeValueModel
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174 (modelRate, modelResolution, false);
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175 }
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176 model->setScaleUnits(outputs[m_outputFeatureNo].unit.c_str());
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177
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178 m_output = model;
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179
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180 } else if (m_descriptor->sampleType ==
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181 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
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182
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183 // We don't have a sparse 3D model, so interpret this as a
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184 // note model. There's nothing to define which values to use
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185 // as which parameters of the note -- for the moment let's
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186 // treat the first as pitch, second as duration in frames,
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187 // third (if present) as velocity. (Our note model doesn't
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188 // yet store velocity.)
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189 //!!! todo: ask the user!
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190
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191 NoteModel *model;
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192 if (haveExtents) {
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193 model = new NoteModel
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194 (modelRate, modelResolution, minValue, maxValue, false);
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195 } else {
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196 model = new NoteModel
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197 (modelRate, modelResolution, false);
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198 }
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199 model->setScaleUnits(outputs[m_outputFeatureNo].unit.c_str());
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200
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201 m_output = model;
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202
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203 } else {
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204
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205 EditableDenseThreeDimensionalModel *model =
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206 new EditableDenseThreeDimensionalModel
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207 (modelRate, modelResolution, binCount, false);
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208
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209 if (!m_descriptor->binNames.empty()) {
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210 std::vector<QString> names;
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211 for (size_t i = 0; i < m_descriptor->binNames.size(); ++i) {
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212 names.push_back(m_descriptor->binNames[i].c_str());
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213 }
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214 model->setBinNames(names);
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215 }
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216
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217 m_output = model;
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218 }
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219
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220 if (m_output) m_output->setSourceModel(m_input);
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221 }
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222
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223 FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()
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224 {
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225 std::cerr << "FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()" << std::endl;
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226 delete m_plugin;
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227 delete m_descriptor;
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228 }
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229
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230 DenseTimeValueModel *
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231 FeatureExtractionModelTransformer::getInput()
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232 {
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233 DenseTimeValueModel *dtvm =
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234 dynamic_cast<DenseTimeValueModel *>(getInputModel());
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235 if (!dtvm) {
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236 std::cerr << "FeatureExtractionModelTransformer::getInput: WARNING: Input model is not conformable to DenseTimeValueModel" << std::endl;
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237 }
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238 return dtvm;
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239 }
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240
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241 void
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242 FeatureExtractionModelTransformer::run()
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243 {
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244 DenseTimeValueModel *input = getInput();
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245 if (!input) return;
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246
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247 if (!m_output) return;
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248
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249 while (!input->isReady()) {
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250 /*
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251 if (dynamic_cast<WaveFileModel *>(input)) {
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252 std::cerr << "FeatureExtractionModelTransformer::run: Model is not ready, but it's not a WaveFileModel (it's a " << typeid(input).name() << "), so that's OK" << std::endl;
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253 sleep(2);
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254 break; // no need to wait
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255 }
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256 */
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257 std::cerr << "FeatureExtractionModelTransformer::run: Waiting for input model to be ready..." << std::endl;
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258 sleep(1);
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259 }
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260
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261 size_t sampleRate = m_input->getSampleRate();
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262
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263 size_t channelCount = input->getChannelCount();
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264 if (m_plugin->getMaxChannelCount() < channelCount) {
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265 channelCount = 1;
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266 }
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267
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268 float **buffers = new float*[channelCount];
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269 for (size_t ch = 0; ch < channelCount; ++ch) {
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270 buffers[ch] = new float[m_context.blockSize + 2];
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271 }
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272
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273 bool frequencyDomain = (m_plugin->getInputDomain() ==
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274 Vamp::Plugin::FrequencyDomain);
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275 std::vector<FFTModel *> fftModels;
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276
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277 if (frequencyDomain) {
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278 for (size_t ch = 0; ch < channelCount; ++ch) {
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279 FFTModel *model = new FFTModel
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280 (getInput(),
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281 channelCount == 1 ? m_context.channel : ch,
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282 m_context.windowType,
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283 m_context.blockSize,
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284 m_context.stepSize,
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285 m_context.blockSize,
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286 false);
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287 if (!model->isOK()) {
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288 QMessageBox::critical
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289 (0, tr("FFT cache failed"),
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290 tr("Failed to create the FFT model for this transform.\n"
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291 "There may be insufficient memory or disc space to continue."));
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292 delete model;
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293 setCompletion(100);
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294 return;
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295 }
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296 model->resume();
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297 fftModels.push_back(model);
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298 }
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299 }
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300
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301 long startFrame = m_input->getStartFrame();
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302 long endFrame = m_input->getEndFrame();
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303
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304 long contextStart = m_context.startFrame;
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305 long contextDuration = m_context.duration;
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306
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307 if (contextStart == 0 || contextStart < startFrame) {
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308 contextStart = startFrame;
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309 }
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310
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311 if (contextDuration == 0) {
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312 contextDuration = endFrame - contextStart;
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313 }
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314 if (contextStart + contextDuration > endFrame) {
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315 contextDuration = endFrame - contextStart;
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316 }
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317
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318 long blockFrame = contextStart;
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319
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320 long prevCompletion = 0;
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321
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322 setCompletion(0);
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323
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324 while (!m_abandoned) {
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325
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326 if (frequencyDomain) {
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327 if (blockFrame - int(m_context.blockSize)/2 >
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328 contextStart + contextDuration) break;
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329 } else {
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330 if (blockFrame >=
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331 contextStart + contextDuration) break;
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332 }
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333
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334 // std::cerr << "FeatureExtractionModelTransformer::run: blockFrame "
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335 // << blockFrame << ", endFrame " << endFrame << ", blockSize "
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336 // << m_context.blockSize << std::endl;
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337
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338 long completion =
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339 (((blockFrame - contextStart) / m_context.stepSize) * 99) /
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340 (contextDuration / m_context.stepSize);
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341
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342 // channelCount is either m_input->channelCount or 1
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343
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344 for (size_t ch = 0; ch < channelCount; ++ch) {
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345 if (frequencyDomain) {
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346 int column = (blockFrame - startFrame) / m_context.stepSize;
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347 for (size_t i = 0; i <= m_context.blockSize/2; ++i) {
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348 fftModels[ch]->getValuesAt
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349 (column, i, buffers[ch][i*2], buffers[ch][i*2+1]);
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350 }
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351 } else {
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352 getFrames(ch, channelCount,
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353 blockFrame, m_context.blockSize, buffers[ch]);
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354 }
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355 }
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356
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357 Vamp::Plugin::FeatureSet features = m_plugin->process
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358 (buffers, Vamp::RealTime::frame2RealTime(blockFrame, sampleRate));
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359
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360 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
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361 Vamp::Plugin::Feature feature =
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362 features[m_outputFeatureNo][fi];
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363 addFeature(blockFrame, feature);
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364 }
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365
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366 if (blockFrame == contextStart || completion > prevCompletion) {
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367 setCompletion(completion);
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368 prevCompletion = completion;
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369 }
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370
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371 blockFrame += m_context.stepSize;
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372 }
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373
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374 if (m_abandoned) return;
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375
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376 Vamp::Plugin::FeatureSet features = m_plugin->getRemainingFeatures();
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377
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Chris@320
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378 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
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Chris@320
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379 Vamp::Plugin::Feature feature =
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380 features[m_outputFeatureNo][fi];
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381 addFeature(blockFrame, feature);
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382 }
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Chris@320
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383
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Chris@320
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384 if (frequencyDomain) {
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385 for (size_t ch = 0; ch < channelCount; ++ch) {
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386 delete fftModels[ch];
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Chris@320
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387 }
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Chris@320
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388 }
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Chris@320
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389
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Chris@320
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390 setCompletion(100);
|
Chris@320
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391 }
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Chris@320
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392
|
Chris@320
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393 void
|
Chris@331
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394 FeatureExtractionModelTransformer::getFrames(int channel, int channelCount,
|
Chris@320
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395 long startFrame, long size,
|
Chris@320
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396 float *buffer)
|
Chris@320
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397 {
|
Chris@320
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398 long offset = 0;
|
Chris@320
|
399
|
Chris@320
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400 if (startFrame < 0) {
|
Chris@320
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401 for (int i = 0; i < size && startFrame + i < 0; ++i) {
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Chris@320
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402 buffer[i] = 0.0f;
|
Chris@320
|
403 }
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Chris@320
|
404 offset = -startFrame;
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Chris@320
|
405 size -= offset;
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Chris@320
|
406 if (size <= 0) return;
|
Chris@320
|
407 startFrame = 0;
|
Chris@320
|
408 }
|
Chris@320
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409
|
Chris@320
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410 long got = getInput()->getData
|
Chris@320
|
411 ((channelCount == 1 ? m_context.channel : channel),
|
Chris@320
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412 startFrame, size, buffer + offset);
|
Chris@320
|
413
|
Chris@320
|
414 while (got < size) {
|
Chris@320
|
415 buffer[offset + got] = 0.0;
|
Chris@320
|
416 ++got;
|
Chris@320
|
417 }
|
Chris@320
|
418
|
Chris@320
|
419 if (m_context.channel == -1 && channelCount == 1 &&
|
Chris@320
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420 getInput()->getChannelCount() > 1) {
|
Chris@320
|
421 // use mean instead of sum, as plugin input
|
Chris@320
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422 int cc = getInput()->getChannelCount();
|
Chris@320
|
423 for (long i = 0; i < size; ++i) {
|
Chris@320
|
424 buffer[i] /= cc;
|
Chris@320
|
425 }
|
Chris@320
|
426 }
|
Chris@320
|
427 }
|
Chris@320
|
428
|
Chris@320
|
429 void
|
Chris@331
|
430 FeatureExtractionModelTransformer::addFeature(size_t blockFrame,
|
Chris@320
|
431 const Vamp::Plugin::Feature &feature)
|
Chris@320
|
432 {
|
Chris@320
|
433 size_t inputRate = m_input->getSampleRate();
|
Chris@320
|
434
|
Chris@331
|
435 // std::cerr << "FeatureExtractionModelTransformer::addFeature("
|
Chris@320
|
436 // << blockFrame << ")" << std::endl;
|
Chris@320
|
437
|
Chris@320
|
438 int binCount = 1;
|
Chris@320
|
439 if (m_descriptor->hasFixedBinCount) {
|
Chris@320
|
440 binCount = m_descriptor->binCount;
|
Chris@320
|
441 }
|
Chris@320
|
442
|
Chris@320
|
443 size_t frame = blockFrame;
|
Chris@320
|
444
|
Chris@320
|
445 if (m_descriptor->sampleType ==
|
Chris@320
|
446 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
447
|
Chris@320
|
448 if (!feature.hasTimestamp) {
|
Chris@320
|
449 std::cerr
|
Chris@331
|
450 << "WARNING: FeatureExtractionModelTransformer::addFeature: "
|
Chris@320
|
451 << "Feature has variable sample rate but no timestamp!"
|
Chris@320
|
452 << std::endl;
|
Chris@320
|
453 return;
|
Chris@320
|
454 } else {
|
Chris@320
|
455 frame = Vamp::RealTime::realTime2Frame(feature.timestamp, inputRate);
|
Chris@320
|
456 }
|
Chris@320
|
457
|
Chris@320
|
458 } else if (m_descriptor->sampleType ==
|
Chris@320
|
459 Vamp::Plugin::OutputDescriptor::FixedSampleRate) {
|
Chris@320
|
460
|
Chris@320
|
461 if (feature.hasTimestamp) {
|
Chris@320
|
462 //!!! warning: sampleRate may be non-integral
|
Chris@320
|
463 frame = Vamp::RealTime::realTime2Frame(feature.timestamp,
|
Chris@320
|
464 lrintf(m_descriptor->sampleRate));
|
Chris@320
|
465 } else {
|
Chris@320
|
466 frame = m_output->getEndFrame();
|
Chris@320
|
467 }
|
Chris@320
|
468 }
|
Chris@320
|
469
|
Chris@320
|
470 if (binCount == 0) {
|
Chris@320
|
471
|
Chris@320
|
472 SparseOneDimensionalModel *model = getOutput<SparseOneDimensionalModel>();
|
Chris@320
|
473 if (!model) return;
|
Chris@320
|
474 model->addPoint(SparseOneDimensionalModel::Point(frame, feature.label.c_str()));
|
Chris@320
|
475
|
Chris@320
|
476 } else if (binCount == 1) {
|
Chris@320
|
477
|
Chris@320
|
478 float value = 0.0;
|
Chris@320
|
479 if (feature.values.size() > 0) value = feature.values[0];
|
Chris@320
|
480
|
Chris@320
|
481 SparseTimeValueModel *model = getOutput<SparseTimeValueModel>();
|
Chris@320
|
482 if (!model) return;
|
Chris@320
|
483 model->addPoint(SparseTimeValueModel::Point(frame, value, feature.label.c_str()));
|
Chris@320
|
484 // std::cerr << "SparseTimeValueModel::addPoint(" << frame << ", " << value << "), " << feature.label.c_str() << std::endl;
|
Chris@320
|
485
|
Chris@320
|
486 } else if (m_descriptor->sampleType ==
|
Chris@320
|
487 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
488
|
Chris@320
|
489 float pitch = 0.0;
|
Chris@320
|
490 if (feature.values.size() > 0) pitch = feature.values[0];
|
Chris@320
|
491
|
Chris@320
|
492 float duration = 1;
|
Chris@320
|
493 if (feature.values.size() > 1) duration = feature.values[1];
|
Chris@320
|
494
|
Chris@320
|
495 float velocity = 100;
|
Chris@320
|
496 if (feature.values.size() > 2) velocity = feature.values[2];
|
Chris@320
|
497
|
Chris@320
|
498 NoteModel *model = getOutput<NoteModel>();
|
Chris@320
|
499 if (!model) return;
|
Chris@320
|
500
|
Chris@320
|
501 model->addPoint(NoteModel::Point(frame, pitch,
|
Chris@320
|
502 lrintf(duration),
|
Chris@320
|
503 feature.label.c_str()));
|
Chris@320
|
504
|
Chris@320
|
505 } else {
|
Chris@320
|
506
|
Chris@320
|
507 DenseThreeDimensionalModel::Column values = feature.values;
|
Chris@320
|
508
|
Chris@320
|
509 EditableDenseThreeDimensionalModel *model =
|
Chris@320
|
510 getOutput<EditableDenseThreeDimensionalModel>();
|
Chris@320
|
511 if (!model) return;
|
Chris@320
|
512
|
Chris@320
|
513 model->setColumn(frame / model->getResolution(), values);
|
Chris@320
|
514 }
|
Chris@320
|
515 }
|
Chris@320
|
516
|
Chris@320
|
517 void
|
Chris@331
|
518 FeatureExtractionModelTransformer::setCompletion(int completion)
|
Chris@320
|
519 {
|
Chris@320
|
520 int binCount = 1;
|
Chris@320
|
521 if (m_descriptor->hasFixedBinCount) {
|
Chris@320
|
522 binCount = m_descriptor->binCount;
|
Chris@320
|
523 }
|
Chris@320
|
524
|
Chris@331
|
525 // std::cerr << "FeatureExtractionModelTransformer::setCompletion("
|
Chris@320
|
526 // << completion << ")" << std::endl;
|
Chris@320
|
527
|
Chris@320
|
528 if (binCount == 0) {
|
Chris@320
|
529
|
Chris@320
|
530 SparseOneDimensionalModel *model = getOutput<SparseOneDimensionalModel>();
|
Chris@320
|
531 if (!model) return;
|
Chris@333
|
532 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
533
|
Chris@320
|
534 } else if (binCount == 1) {
|
Chris@320
|
535
|
Chris@320
|
536 SparseTimeValueModel *model = getOutput<SparseTimeValueModel>();
|
Chris@320
|
537 if (!model) return;
|
Chris@333
|
538 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
539
|
Chris@320
|
540 } else if (m_descriptor->sampleType ==
|
Chris@320
|
541 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
542
|
Chris@320
|
543 NoteModel *model = getOutput<NoteModel>();
|
Chris@320
|
544 if (!model) return;
|
Chris@333
|
545 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
546
|
Chris@320
|
547 } else {
|
Chris@320
|
548
|
Chris@320
|
549 EditableDenseThreeDimensionalModel *model =
|
Chris@320
|
550 getOutput<EditableDenseThreeDimensionalModel>();
|
Chris@320
|
551 if (!model) return;
|
Chris@333
|
552 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
553 }
|
Chris@320
|
554 }
|
Chris@320
|
555
|