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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 m_context.makeConsistentWithPlugin(m_plugin);
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66
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67 if (configurationXml != "") {
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68 PluginXml(m_plugin).setParametersFromXml(configurationXml);
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69 }
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70
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71 DenseTimeValueModel *input = getInput();
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72 if (!input) return;
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73
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74 size_t channelCount = input->getChannelCount();
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75 if (m_plugin->getMaxChannelCount() < channelCount) {
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76 channelCount = 1;
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77 }
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78 if (m_plugin->getMinChannelCount() > channelCount) {
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79 std::cerr << "FeatureExtractionModelTransformer:: "
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80 << "Can't provide enough channels to plugin (plugin min "
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81 << m_plugin->getMinChannelCount() << ", max "
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82 << m_plugin->getMaxChannelCount() << ", input model has "
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83 << input->getChannelCount() << ")" << std::endl;
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84 return;
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85 }
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86
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87 std::cerr << "Initialising feature extraction plugin with channels = "
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88 << channelCount << ", step = " << m_context.stepSize
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89 << ", block = " << m_context.blockSize << std::endl;
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90
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91 if (!m_plugin->initialise(channelCount,
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92 m_context.stepSize,
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93 m_context.blockSize)) {
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94 std::cerr << "FeatureExtractionModelTransformer: Plugin "
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95 << m_plugin->getIdentifier() << " failed to initialise!" << std::endl;
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96 return;
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97 }
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98
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99 Vamp::Plugin::OutputList outputs = m_plugin->getOutputDescriptors();
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100
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101 if (outputs.empty()) {
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102 std::cerr << "FeatureExtractionModelTransformer: Plugin \""
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103 << pluginId.toStdString() << "\" has no outputs" << std::endl;
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104 return;
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105 }
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106
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107 for (size_t i = 0; i < outputs.size(); ++i) {
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108 if (outputName == "" || outputs[i].identifier == outputName.toStdString()) {
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109 m_outputFeatureNo = i;
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110 m_descriptor = new Vamp::Plugin::OutputDescriptor
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111 (outputs[i]);
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112 break;
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113 }
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114 }
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115
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116 if (!m_descriptor) {
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117 std::cerr << "FeatureExtractionModelTransformer: Plugin \""
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118 << pluginId.toStdString() << "\" has no output named \""
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119 << outputName.toStdString() << "\"" << std::endl;
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120 return;
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121 }
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122
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123 // std::cerr << "FeatureExtractionModelTransformer: output sample type "
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124 // << m_descriptor->sampleType << std::endl;
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125
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126 int binCount = 1;
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127 float minValue = 0.0, maxValue = 0.0;
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128 bool haveExtents = false;
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129
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130 if (m_descriptor->hasFixedBinCount) {
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131 binCount = m_descriptor->binCount;
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132 }
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133
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134 // std::cerr << "FeatureExtractionModelTransformer: output bin count "
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135 // << binCount << std::endl;
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136
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137 if (binCount > 0 && m_descriptor->hasKnownExtents) {
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138 minValue = m_descriptor->minValue;
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139 maxValue = m_descriptor->maxValue;
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140 haveExtents = true;
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141 }
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142
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143 size_t modelRate = m_input->getSampleRate();
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144 size_t modelResolution = 1;
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145
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146 switch (m_descriptor->sampleType) {
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147
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148 case Vamp::Plugin::OutputDescriptor::VariableSampleRate:
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149 if (m_descriptor->sampleRate != 0.0) {
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150 modelResolution = size_t(modelRate / m_descriptor->sampleRate + 0.001);
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151 }
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152 break;
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153
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154 case Vamp::Plugin::OutputDescriptor::OneSamplePerStep:
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155 modelResolution = m_context.stepSize;
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156 break;
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157
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158 case Vamp::Plugin::OutputDescriptor::FixedSampleRate:
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159 modelRate = size_t(m_descriptor->sampleRate + 0.001);
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160 break;
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161 }
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162
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163 if (binCount == 0) {
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164
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165 m_output = new SparseOneDimensionalModel(modelRate, modelResolution,
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166 false);
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167
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168 } else if (binCount == 1) {
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169
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170 SparseTimeValueModel *model;
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171 if (haveExtents) {
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172 model = new SparseTimeValueModel
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173 (modelRate, modelResolution, minValue, maxValue, false);
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174 } else {
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175 model = new SparseTimeValueModel
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176 (modelRate, modelResolution, false);
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177 }
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178 model->setScaleUnits(outputs[m_outputFeatureNo].unit.c_str());
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179
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180 m_output = model;
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181
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182 } else if (m_descriptor->sampleType ==
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183 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
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184
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185 // We don't have a sparse 3D model, so interpret this as a
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186 // note model. There's nothing to define which values to use
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187 // as which parameters of the note -- for the moment let's
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188 // treat the first as pitch, second as duration in frames,
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189 // third (if present) as velocity. (Our note model doesn't
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190 // yet store velocity.)
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191 //!!! todo: ask the user!
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192
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193 NoteModel *model;
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194 if (haveExtents) {
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195 model = new NoteModel
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196 (modelRate, modelResolution, minValue, maxValue, false);
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197 } else {
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198 model = new NoteModel
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199 (modelRate, modelResolution, false);
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200 }
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201 model->setScaleUnits(outputs[m_outputFeatureNo].unit.c_str());
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202
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203 m_output = model;
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204
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205 } else {
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206
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207 EditableDenseThreeDimensionalModel *model =
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208 new EditableDenseThreeDimensionalModel
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209 (modelRate, modelResolution, binCount, false);
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210
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211 if (!m_descriptor->binNames.empty()) {
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212 std::vector<QString> names;
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213 for (size_t i = 0; i < m_descriptor->binNames.size(); ++i) {
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214 names.push_back(m_descriptor->binNames[i].c_str());
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215 }
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216 model->setBinNames(names);
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217 }
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218
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219 m_output = model;
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220 }
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221
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222 if (m_output) m_output->setSourceModel(m_input);
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223 }
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224
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225 FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()
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226 {
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227 std::cerr << "FeatureExtractionModelTransformer::~FeatureExtractionModelTransformer()" << std::endl;
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228 delete m_plugin;
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229 delete m_descriptor;
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230 }
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231
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232 DenseTimeValueModel *
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233 FeatureExtractionModelTransformer::getInput()
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234 {
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235 DenseTimeValueModel *dtvm =
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236 dynamic_cast<DenseTimeValueModel *>(getInputModel());
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237 if (!dtvm) {
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238 std::cerr << "FeatureExtractionModelTransformer::getInput: WARNING: Input model is not conformable to DenseTimeValueModel" << std::endl;
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239 }
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240 return dtvm;
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241 }
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242
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243 void
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244 FeatureExtractionModelTransformer::run()
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245 {
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246 DenseTimeValueModel *input = getInput();
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247 if (!input) return;
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248
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249 if (!m_output) return;
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250
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251 while (!input->isReady()) {
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252 /*
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253 if (dynamic_cast<WaveFileModel *>(input)) {
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254 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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255 sleep(2);
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256 break; // no need to wait
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257 }
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258 */
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259 std::cerr << "FeatureExtractionModelTransformer::run: Waiting for input model to be ready..." << std::endl;
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260 sleep(1);
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261 }
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262
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263 size_t sampleRate = m_input->getSampleRate();
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264
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265 size_t channelCount = input->getChannelCount();
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266 if (m_plugin->getMaxChannelCount() < channelCount) {
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267 channelCount = 1;
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268 }
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269
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270 float **buffers = new float*[channelCount];
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271 for (size_t ch = 0; ch < channelCount; ++ch) {
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272 buffers[ch] = new float[m_context.blockSize + 2];
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273 }
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274
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275 bool frequencyDomain = (m_plugin->getInputDomain() ==
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276 Vamp::Plugin::FrequencyDomain);
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277 std::vector<FFTModel *> fftModels;
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278
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279 if (frequencyDomain) {
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280 for (size_t ch = 0; ch < channelCount; ++ch) {
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281 FFTModel *model = new FFTModel
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282 (getInput(),
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283 channelCount == 1 ? m_context.channel : ch,
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284 m_context.windowType,
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285 m_context.blockSize,
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286 m_context.stepSize,
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287 m_context.blockSize,
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288 false,
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289 StorageAdviser::PrecisionCritical);
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290 if (!model->isOK()) {
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291 QMessageBox::critical
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292 (0, tr("FFT cache failed"),
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293 tr("Failed to create the FFT model for this transform.\n"
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294 "There may be insufficient memory or disc space to continue."));
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295 delete model;
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296 setCompletion(100);
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297 return;
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298 }
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299 model->resume();
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300 fftModels.push_back(model);
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301 }
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302 }
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303
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304 long startFrame = m_input->getStartFrame();
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305 long endFrame = m_input->getEndFrame();
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306
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307 long contextStart = m_context.startFrame;
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308 long contextDuration = m_context.duration;
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309
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310 if (contextStart == 0 || contextStart < startFrame) {
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311 contextStart = startFrame;
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312 }
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313
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314 if (contextDuration == 0) {
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315 contextDuration = endFrame - contextStart;
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316 }
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317 if (contextStart + contextDuration > endFrame) {
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318 contextDuration = endFrame - contextStart;
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319 }
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320
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321 long blockFrame = contextStart;
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322
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323 long prevCompletion = 0;
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324
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325 setCompletion(0);
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326
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327 while (!m_abandoned) {
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328
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329 if (frequencyDomain) {
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330 if (blockFrame - int(m_context.blockSize)/2 >
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331 contextStart + contextDuration) break;
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332 } else {
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333 if (blockFrame >=
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334 contextStart + contextDuration) break;
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335 }
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336
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337 // std::cerr << "FeatureExtractionModelTransformer::run: blockFrame "
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338 // << blockFrame << ", endFrame " << endFrame << ", blockSize "
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339 // << m_context.blockSize << std::endl;
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340
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341 long completion =
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342 (((blockFrame - contextStart) / m_context.stepSize) * 99) /
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343 (contextDuration / m_context.stepSize);
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344
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345 // channelCount is either m_input->channelCount or 1
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346
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347 for (size_t ch = 0; ch < channelCount; ++ch) {
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348 if (frequencyDomain) {
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349 int column = (blockFrame - startFrame) / m_context.stepSize;
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350 for (size_t i = 0; i <= m_context.blockSize/2; ++i) {
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351 fftModels[ch]->getValuesAt
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352 (column, i, buffers[ch][i*2], buffers[ch][i*2+1]);
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353 }
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354 } else {
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355 getFrames(ch, channelCount,
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356 blockFrame, m_context.blockSize, buffers[ch]);
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357 }
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358 }
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359
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360 Vamp::Plugin::FeatureSet features = m_plugin->process
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361 (buffers, Vamp::RealTime::frame2RealTime(blockFrame, sampleRate));
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362
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363 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
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364 Vamp::Plugin::Feature feature =
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365 features[m_outputFeatureNo][fi];
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366 addFeature(blockFrame, feature);
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367 }
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368
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369 if (blockFrame == contextStart || completion > prevCompletion) {
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370 setCompletion(completion);
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371 prevCompletion = completion;
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372 }
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373
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374 blockFrame += m_context.stepSize;
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375 }
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376
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377 if (m_abandoned) return;
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378
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379 Vamp::Plugin::FeatureSet features = m_plugin->getRemainingFeatures();
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380
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381 for (size_t fi = 0; fi < features[m_outputFeatureNo].size(); ++fi) {
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382 Vamp::Plugin::Feature feature =
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383 features[m_outputFeatureNo][fi];
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384 addFeature(blockFrame, feature);
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385 }
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386
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387 if (frequencyDomain) {
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388 for (size_t ch = 0; ch < channelCount; ++ch) {
|
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389 delete fftModels[ch];
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390 }
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Chris@320
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391 }
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392
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393 setCompletion(100);
|
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|
394 }
|
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395
|
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|
396 void
|
Chris@331
|
397 FeatureExtractionModelTransformer::getFrames(int channel, int channelCount,
|
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|
398 long startFrame, long size,
|
Chris@320
|
399 float *buffer)
|
Chris@320
|
400 {
|
Chris@320
|
401 long offset = 0;
|
Chris@320
|
402
|
Chris@320
|
403 if (startFrame < 0) {
|
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|
404 for (int i = 0; i < size && startFrame + i < 0; ++i) {
|
Chris@320
|
405 buffer[i] = 0.0f;
|
Chris@320
|
406 }
|
Chris@320
|
407 offset = -startFrame;
|
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|
408 size -= offset;
|
Chris@320
|
409 if (size <= 0) return;
|
Chris@320
|
410 startFrame = 0;
|
Chris@320
|
411 }
|
Chris@320
|
412
|
Chris@320
|
413 long got = getInput()->getData
|
Chris@320
|
414 ((channelCount == 1 ? m_context.channel : channel),
|
Chris@320
|
415 startFrame, size, buffer + offset);
|
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|
416
|
Chris@320
|
417 while (got < size) {
|
Chris@320
|
418 buffer[offset + got] = 0.0;
|
Chris@320
|
419 ++got;
|
Chris@320
|
420 }
|
Chris@320
|
421
|
Chris@320
|
422 if (m_context.channel == -1 && channelCount == 1 &&
|
Chris@320
|
423 getInput()->getChannelCount() > 1) {
|
Chris@320
|
424 // use mean instead of sum, as plugin input
|
Chris@320
|
425 int cc = getInput()->getChannelCount();
|
Chris@320
|
426 for (long i = 0; i < size; ++i) {
|
Chris@320
|
427 buffer[i] /= cc;
|
Chris@320
|
428 }
|
Chris@320
|
429 }
|
Chris@320
|
430 }
|
Chris@320
|
431
|
Chris@320
|
432 void
|
Chris@331
|
433 FeatureExtractionModelTransformer::addFeature(size_t blockFrame,
|
Chris@320
|
434 const Vamp::Plugin::Feature &feature)
|
Chris@320
|
435 {
|
Chris@320
|
436 size_t inputRate = m_input->getSampleRate();
|
Chris@320
|
437
|
Chris@331
|
438 // std::cerr << "FeatureExtractionModelTransformer::addFeature("
|
Chris@320
|
439 // << blockFrame << ")" << std::endl;
|
Chris@320
|
440
|
Chris@320
|
441 int binCount = 1;
|
Chris@320
|
442 if (m_descriptor->hasFixedBinCount) {
|
Chris@320
|
443 binCount = m_descriptor->binCount;
|
Chris@320
|
444 }
|
Chris@320
|
445
|
Chris@320
|
446 size_t frame = blockFrame;
|
Chris@320
|
447
|
Chris@320
|
448 if (m_descriptor->sampleType ==
|
Chris@320
|
449 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
450
|
Chris@320
|
451 if (!feature.hasTimestamp) {
|
Chris@320
|
452 std::cerr
|
Chris@331
|
453 << "WARNING: FeatureExtractionModelTransformer::addFeature: "
|
Chris@320
|
454 << "Feature has variable sample rate but no timestamp!"
|
Chris@320
|
455 << std::endl;
|
Chris@320
|
456 return;
|
Chris@320
|
457 } else {
|
Chris@320
|
458 frame = Vamp::RealTime::realTime2Frame(feature.timestamp, inputRate);
|
Chris@320
|
459 }
|
Chris@320
|
460
|
Chris@320
|
461 } else if (m_descriptor->sampleType ==
|
Chris@320
|
462 Vamp::Plugin::OutputDescriptor::FixedSampleRate) {
|
Chris@320
|
463
|
Chris@320
|
464 if (feature.hasTimestamp) {
|
Chris@320
|
465 //!!! warning: sampleRate may be non-integral
|
Chris@320
|
466 frame = Vamp::RealTime::realTime2Frame(feature.timestamp,
|
Chris@320
|
467 lrintf(m_descriptor->sampleRate));
|
Chris@320
|
468 } else {
|
Chris@320
|
469 frame = m_output->getEndFrame();
|
Chris@320
|
470 }
|
Chris@320
|
471 }
|
Chris@320
|
472
|
Chris@320
|
473 if (binCount == 0) {
|
Chris@320
|
474
|
Chris@320
|
475 SparseOneDimensionalModel *model = getOutput<SparseOneDimensionalModel>();
|
Chris@320
|
476 if (!model) return;
|
Chris@320
|
477 model->addPoint(SparseOneDimensionalModel::Point(frame, feature.label.c_str()));
|
Chris@320
|
478
|
Chris@320
|
479 } else if (binCount == 1) {
|
Chris@320
|
480
|
Chris@320
|
481 float value = 0.0;
|
Chris@320
|
482 if (feature.values.size() > 0) value = feature.values[0];
|
Chris@320
|
483
|
Chris@320
|
484 SparseTimeValueModel *model = getOutput<SparseTimeValueModel>();
|
Chris@320
|
485 if (!model) return;
|
Chris@320
|
486 model->addPoint(SparseTimeValueModel::Point(frame, value, feature.label.c_str()));
|
Chris@320
|
487 // std::cerr << "SparseTimeValueModel::addPoint(" << frame << ", " << value << "), " << feature.label.c_str() << std::endl;
|
Chris@320
|
488
|
Chris@320
|
489 } else if (m_descriptor->sampleType ==
|
Chris@320
|
490 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
491
|
Chris@320
|
492 float pitch = 0.0;
|
Chris@320
|
493 if (feature.values.size() > 0) pitch = feature.values[0];
|
Chris@320
|
494
|
Chris@320
|
495 float duration = 1;
|
Chris@320
|
496 if (feature.values.size() > 1) duration = feature.values[1];
|
Chris@320
|
497
|
Chris@320
|
498 float velocity = 100;
|
Chris@320
|
499 if (feature.values.size() > 2) velocity = feature.values[2];
|
Chris@340
|
500 if (velocity < 0) velocity = 127;
|
Chris@340
|
501 if (velocity > 127) velocity = 127;
|
Chris@320
|
502
|
Chris@320
|
503 NoteModel *model = getOutput<NoteModel>();
|
Chris@320
|
504 if (!model) return;
|
Chris@320
|
505
|
Chris@320
|
506 model->addPoint(NoteModel::Point(frame, pitch,
|
Chris@320
|
507 lrintf(duration),
|
Chris@340
|
508 velocity / 127.f,
|
Chris@320
|
509 feature.label.c_str()));
|
Chris@320
|
510
|
Chris@320
|
511 } else {
|
Chris@320
|
512
|
Chris@320
|
513 DenseThreeDimensionalModel::Column values = feature.values;
|
Chris@320
|
514
|
Chris@320
|
515 EditableDenseThreeDimensionalModel *model =
|
Chris@320
|
516 getOutput<EditableDenseThreeDimensionalModel>();
|
Chris@320
|
517 if (!model) return;
|
Chris@320
|
518
|
Chris@320
|
519 model->setColumn(frame / model->getResolution(), values);
|
Chris@320
|
520 }
|
Chris@320
|
521 }
|
Chris@320
|
522
|
Chris@320
|
523 void
|
Chris@331
|
524 FeatureExtractionModelTransformer::setCompletion(int completion)
|
Chris@320
|
525 {
|
Chris@320
|
526 int binCount = 1;
|
Chris@320
|
527 if (m_descriptor->hasFixedBinCount) {
|
Chris@320
|
528 binCount = m_descriptor->binCount;
|
Chris@320
|
529 }
|
Chris@320
|
530
|
Chris@331
|
531 // std::cerr << "FeatureExtractionModelTransformer::setCompletion("
|
Chris@320
|
532 // << completion << ")" << std::endl;
|
Chris@320
|
533
|
Chris@320
|
534 if (binCount == 0) {
|
Chris@320
|
535
|
Chris@320
|
536 SparseOneDimensionalModel *model = getOutput<SparseOneDimensionalModel>();
|
Chris@320
|
537 if (!model) return;
|
Chris@333
|
538 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
539
|
Chris@320
|
540 } else if (binCount == 1) {
|
Chris@320
|
541
|
Chris@320
|
542 SparseTimeValueModel *model = getOutput<SparseTimeValueModel>();
|
Chris@320
|
543 if (!model) return;
|
Chris@333
|
544 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
545
|
Chris@320
|
546 } else if (m_descriptor->sampleType ==
|
Chris@320
|
547 Vamp::Plugin::OutputDescriptor::VariableSampleRate) {
|
Chris@320
|
548
|
Chris@320
|
549 NoteModel *model = getOutput<NoteModel>();
|
Chris@320
|
550 if (!model) return;
|
Chris@333
|
551 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
552
|
Chris@320
|
553 } else {
|
Chris@320
|
554
|
Chris@320
|
555 EditableDenseThreeDimensionalModel *model =
|
Chris@320
|
556 getOutput<EditableDenseThreeDimensionalModel>();
|
Chris@320
|
557 if (!model) return;
|
Chris@333
|
558 model->setCompletion(completion, m_context.updates);
|
Chris@320
|
559 }
|
Chris@320
|
560 }
|
Chris@320
|
561
|