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1
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2 Sonic Annotator
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3 ===============
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4
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5 Sonic Annotator is a utility program for batch feature extraction from
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6 audio files. It runs Vamp audio analysis plugins on audio files, and
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7 can write the result features in a selection of formats.
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8
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9 For more information, see
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10
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11 http://vamp-plugins.org/sonic-annotator
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12
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13 More documentation follows further down this README file, after the
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14 credits.
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15
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16
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17 ### Credits
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18
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19 Sonic Annotator was developed at the Centre for Digital Music,
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20 Queen Mary, University of London.
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21
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22 http://c4dm.eecs.qmul.ac.uk/
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23
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24 The main program is by Mark Levy, Chris Cannam, and Chris Sutton.
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25 Sonic Annotator incorporates library code from the Sonic Visualiser
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26 application by Chris Cannam. Code copyright 2005-2007 Chris Cannam,
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27 copyright 2006-2017 Queen Mary, University of London, except where
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28 indicated in the individual source files.
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29
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30 This work was funded by the Engineering and Physical Sciences Research
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31 Council through the OMRAS2 project EP/E017614/1.
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32
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33 Sonic Annotator is free software; you can redistribute it and/or
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34 modify it under the terms of the GNU General Public License as
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35 published by the Free Software Foundation; either version 2 of the
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36 License, or (at your option) any later version. See the file COPYING
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37 included with this distribution for more information.
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38
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39 Sonic Annotator may also make use of the following libraries:
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40
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41 * Qt5 -- Copyright Digia Oyj, distributed under the LGPL
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42 * Ogg decoder -- Copyright CSIRO Australia, BSD license
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43 * MAD mp3 decoder -- Copyright Underbit Technologies Inc, GPL
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44 * libsamplerate -- Copyright Erik de Castro Lopo, GPL
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45 * libsndfile -- Copyright Erik de Castro Lopo, LGPL
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46 * FFTW3 -- Copyright Matteo Frigo and MIT, GPL
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47 * Vamp plugin SDK -- Copyright Chris Cannam and QMUL, BSD license
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48 * Dataquay -- Copyright Breakfast Quay, BSD license
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49 * Sord and Serd -- Copyright David Robillard, BSD license
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50
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51 (Some distributions of Sonic Annotator may have one or more of these
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52 libraries statically linked.) Many thanks to their authors.
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53
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54
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55 A Quick Tutorial
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56 ----------------
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57
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58 To use Sonic Annotator, you need to tell it three things: what audio
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59 files to extract features from; what features to extract; and how and
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60 where to write the results. You can also optionally tell it to
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61 summarise the features.
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62
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63
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64 ### 1. What audio files to extract features from
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65
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66 Sonic Annotator accepts a list of audio files on the command line.
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67 Any argument that is not understood as a supported command-line option
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68 will be taken to be the name of an audio file. Any number of files
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69 may be listed.
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70
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71 Several common audio file formats are supported, including MP3, Ogg,
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72 and a number of PCM formats such as WAV and AIFF. AAC is supported on
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73 OS/X only, and only if not DRM protected. WMA is not supported.
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74
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75 File paths do not have to be local; you can also provide remote HTTP
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76 or FTP URLs for Sonic Annotator to retrieve.
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77
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78 Sonic Annotator also accepts the names of playlist files (.m3u
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79 extension) and will process every file found in the playlist.
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80
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81 Finally, you can provide a local directory path instead of a file,
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82 together with the -r (recursive) option, for Sonic Annotator to
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83 process every audio file found in that directory or any of its
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84 subdirectories.
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85
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86
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87 ### 2. What features to extract
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88
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89 Sonic Annotator applies "transforms" to its input audio files, where a
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90 transform (in this terminology) consists of a Vamp plugin together
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91 with a certain set of parameters and a specified execution context:
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92 step and block size, sample rate, etc.
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93
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94 (See http://www.vamp-plugins.org/ for more information about Vamp
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95 plugins.)
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96
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97 To use a particular transform, specify its filename on the command
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98 line with the -t option.
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99
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100 Transforms are usually described in RDF, following the transform part
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101 of the Vamp plugin ontology (http://purl.org/ontology/vamp/). A
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102 Transform may use any Vamp plugin that is currently installed and
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103 available on the system. You can obtain a list of available plugin
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104 outputs by running Sonic Annotator with the -l option, and you can
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105 obtain a skeleton transform description for one of these plugins with
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106 the -s option.
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107
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108 For example, if the example plugins from the Vamp plugin SDK are
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109 available and no other plugins are installed, you might have an
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110 exchange like this:
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111
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112 ```
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113 $ sonic-annotator -l
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114 vamp:vamp-example-plugins:amplitudefollower:amplitude
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115 vamp:vamp-example-plugins:fixedtempo:acf
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116 vamp:vamp-example-plugins:fixedtempo:detectionfunction
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117 vamp:vamp-example-plugins:fixedtempo:filtered_acf
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118 vamp:vamp-example-plugins:fixedtempo:tempo
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119 vamp:vamp-example-plugins:fixedtempo:candidates
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120 vamp:vamp-example-plugins:percussiononsets:detectionfunction
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121 vamp:vamp-example-plugins:percussiononsets:onsets
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122 vamp:vamp-example-plugins:powerspectrum:powerspectrum
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123 vamp:vamp-example-plugins:spectralcentroid:linearcentroid
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124 vamp:vamp-example-plugins:spectralcentroid:logcentroid
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125 vamp:vamp-example-plugins:zerocrossing:counts
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126 vamp:vamp-example-plugins:zerocrossing:zerocrossings
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127 $ sonic-annotator -s vamp:vamp-example-plugins:fixedtempo:tempo
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128 @prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
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129 @prefix vamp: <http://purl.org/ontology/vamp/> .
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130 @prefix : <#> .
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131
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132 :transform a vamp:Transform ;
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133 vamp:plugin <http://vamp-plugins.org/rdf/plugins/vamp-example-plugins#fixedtempo> ;
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134 vamp:step_size "64"^^xsd:int ;
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135 vamp:block_size "256"^^xsd:int ;
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136 vamp:parameter_binding [
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137 vamp:parameter [ vamp:identifier "maxbpm" ] ;
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138 vamp:value "190"^^xsd:float ;
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139 ] ;
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140 vamp:parameter_binding [
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141 vamp:parameter [ vamp:identifier "maxdflen" ] ;
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142 vamp:value "10"^^xsd:float ;
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143 ] ;
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144 vamp:parameter_binding [
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145 vamp:parameter [ vamp:identifier "minbpm" ] ;
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146 vamp:value "50"^^xsd:float ;
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147 ] ;
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148 vamp:output <http://vamp-plugins.org/rdf/plugins/vamp-example-plugins#fixedtempo_output_tempo> .
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149 $
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150 ```
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151
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152 The output of -s is an RDF/Turtle document describing the default
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153 settings for the Tempo output of the Fixed Tempo Estimator plugin in
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154 the Vamp plugin SDK.
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155
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156 (The exact format of the RDF printed may differ -- e.g. if the
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157 plugin's RDF description is not installed and so its "home" URI is not
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158 known -- but the result should be functionally equivalent to this.)
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159
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160 You could run this transform by saving the RDF to a file and
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161 specifying that file with -t:
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162
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163 ```
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164 $ sonic-annotator -s vamp:vamp-example-plugins:fixedtempo:tempo > test.n3
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165 $ sonic-annotator -t test.n3 audio.wav -w csv --csv-stdout
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166 (... logging output on stderr, then ...)
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167 "audio.wav",0.002902494,5.196916099,68.7916,"68.8 bpm"
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168 $
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169 ```
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170
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171 The single line of output above consists of the audio file name, the
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172 timestamp and duration for a single feature, the value of that feature
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173 (the estimated tempo of the given region of time from that file, in
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174 bpm -- the plugin in question performs a single tempo estimation and
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175 nothing else) and the feature's label.
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176
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177 A quicker way to achieve the above is to use the -d (default) option
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178 to tell Sonic Annotator to use directly the default configuration for
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179 a named transform:
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180
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181 ```
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182 $ sonic-annotator -d vamp:vamp-example-plugins:fixedtempo:tempo audio.wav -w csv --csv-stdout
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183 (... some log output on stderr, then ...)
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184 "audio.wav",0.002902494,5.196916099,68.7916,"68.8 bpm"
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185 $
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186 ```
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187
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188 Although handy for experimentation, the -d option is inadvisable in
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189 any "production" situation because the plugin configuration is not
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190 guaranteed to be the same each time (for example if an updated version
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191 of a plugin changes some of its defaults). It's better to save a
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192 well-defined transform to file and refer to that, even if it is simply
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193 the transform created by the skeleton option.
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194
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195 To run more than one transform on the same audio files, just put more
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196 than one set of transform RDF descriptions in the same file, or give
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197 the -t option more than once with separate transform description
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198 files. Remember that if you want to specify more than one transform
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199 in the same file, they will need to have distinct URIs (that is, the
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200 ":transform" part of the example above, which may be any arbitrary
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201 name, must be distinct for each described transform).
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202
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203
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204 ### 3. How and where to write the results
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205
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206 Sonic Annotator supports various different output modules (and it is
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207 fairly easy for the developer to add new ones). You have to choose at
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208 least one output module; use the -w (writer) option to do so. Each
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209 module has its own set of parameters which can be adjusted on the
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210 command line, as well as its own default rules about where to write
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211 the results.
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212
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213 To get help on a specific writer, run Sonic Annotator with the -h
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214 option followed by the writer name (e.g. "-h csv").
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215
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216 The following writers are currently supported. (Others exist, but are
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217 not properly implemented or not supported.)
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218
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219 * csv
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220
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221 Writes the results into comma-separated data files.
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222
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223 One file is created for each transform applied to each input audio
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224 file, named after the input audio file and transform name with .csv
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225 suffix and ":" replaced by "_" throughout, placed in the same
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226 directory as the audio file.
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227
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228 To instruct Sonic Annotator to place the output files in another
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229 location, use --csv-basedir with a directory name.
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230
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231 To write a single file with all data in it, use --csv-one-file.
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232
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233 To write all data to stdout instead of to a file, use --csv-stdout.
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234
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235 Sonic Annotator will not write to an output file that already
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236 exists. If you want to make it do this, use --csv-force to
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237 overwrite or --csv-append to append to it.
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238
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239 The data generated consists of one line for each result feature,
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240 containing the feature timestamp, feature duration if present, all
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241 of the feature's bin values in order, followed by the feature's
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242 label if present. If the --csv-one-file or --csv-stdout option is
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243 specified, then an additional column will appear before any of the
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244 above, containing the audio file name from which the feature was
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245 extracted, if it differs from that of the previous row. To suppress
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246 this additional column, use the --csv-omit-filenames option.
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247
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248 To make the CSV writer emit the end time instead of the duration
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249 (for features with duration) use the --csv-end-times option.
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250
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251 To make the writer always emit end time or duration, even when the
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252 feature lacks duration, by using the time of the following feature
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253 as the end time, use the --csv-fill-ends option.
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254
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255 The default column separator is a comma; you can specify a
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256 different one with the --csv-separator option.
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257
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258 * lab
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259
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260 Writes the results into a tab-separated label file (.lab).
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261
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262 This is equivalent to using the CSV writer with a tab separator and
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263 the options --csv-end-times --csv-omit-filenames.
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264
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265 It supports the --lab-basedir, --lab-one-file, --lab-stdout,
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266 --lab-force, --lab-append, and --lab-fill-ends options, which all
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267 behave similarly to their CSV writer equivalents.
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268
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269 * rdf
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270
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271 Writes the results into RDF/Turtle documents following the Audio
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272 Features ontology (http://purl.org/ontology/af/).
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273
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274 One file is created for each input audio file containing the
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275 features extracted by all transforms applied to that file, named
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276 after the input audio file with .n3 extension, placed in the same
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277 directory as the audio file.
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278
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279 To instruct Sonic Annotator to place the output files in another
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280 location, use --rdf-basedir with a directory name.
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281
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282 To write a single file with all data (from all input audio files)
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283 in it, use --rdf-one-file.
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284
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285 To write one file for each transform applied to each input audio
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286 file, named after the input audio file and transform name with .n3
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287 suffix and ":" replaced by "_" throughout, use --rdf-many-files.
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288
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289 To write all data to stdout instead of to a file, use --rdf-stdout.
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290
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291 Sonic Annotator will not write to an output file that already
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292 exists. If you want to make it do this, use --rdf-force to
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293 overwrite or --rdf-append to append to it.
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294
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295 Sonic Annotator will use plugin description RDF if available to
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296 enhance its output (for example identifying note onset times as
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297 note onset times, if the plugin's RDF says that is what it
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298 produces, rather than writing them as plain events). Best results
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299 will be obtained if an RDF document is provided with your plugins
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300 (for example, vamp-example-plugins.n3) and you have this installed
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301 in the same location as the plugins. To override this enhanced
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302 output and write plain events for all features, use --rdf-plain.
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303
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304 The output RDF will include an available_as property linking the
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305 results to the original audio signal URI. By default, this will
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306 point to the URI of the file or resource containing the audio that
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307 Sonic Annotator processed, such as the file:/// location on disk.
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308 To override this, for example to process a local copy of a file
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309 while generating RDF that describes a copy of it available on a
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310 network, you can use the --rdf-signal-uri option to specify an
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311 alternative signal URI.
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312
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313 * json
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314
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315 Writes the results into JSON format following JAMS, the JSON
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316 Annotated Music Specification. This writer is provisional as of
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317 Sonic Annotator v1.1.
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318
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319 * midi
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320
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321 Writes the results to MIDI files. All features are written as MIDI
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322 notes.
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323
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324 If a feature has at least one value, its first value will be used
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325 as the note pitch, the second value (if present) for velocity. If a
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326 feature has units of Hz, then its pitch will be converted from
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327 frequency to an integer value in MIDI range, otherwise it will be
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328 written directly.
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329
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330 Multiple (up to 16) transforms can be written to a single MIDI
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331 file, where they will be given separate MIDI channel numbers.
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332
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333
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334 ### 4. Optionally, how to summarise the features
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335
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336 Sonic Annotator can also calculate and write summaries of features,
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337 such as mean and median values.
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338
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339 To obtain a summary as well as the feature results, just use the -S
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340 option, naming the type of summary you want (min, max, mean, median,
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341 mode, sum, variance, sd or count). You can also tell it to produce
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342 only the summary, not the individual features, with --summary-only.
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343
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344 Alternatively, you can specify a summary in a transform description.
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345 The following example tells Sonic Annotator to write both the times of
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346 note onsets estimated by the simple percussion onset detector example
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347 plugin, and the variance of the plugin's onset detection function.
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348 (It will only process the audio file and run the plugin once.)
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349
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350 ```
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351 @prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>.
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352 @prefix vamp: <http://purl.org/ontology/vamp/>.
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353 @prefix examples: <http://vamp-plugins.org/rdf/plugins/vamp-example-plugins#>.
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354 @prefix : <#>.
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355
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356 :transform1 a vamp:Transform;
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357 vamp:plugin examples:percussiononsets ;
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358 vamp:output examples:percussiononsets_output_onsets .
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359
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360 :transform0 a vamp:Transform;
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361 vamp:plugin examples:percussiononsets ;
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362 vamp:output examples:percussiononsets_output_detectionfunction ;
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363 vamp:summary_type "variance" .
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364 ```
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365
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366 Sonic Annotator can also summarise in segments -- if you provide a
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367 comma-separated list of times as an argument to the --segments option,
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368 it will calculate one summary for each segment bounded by the times
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369 you provided. For example,
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370
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371 ```
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372 $ sonic-annotator -d vamp:vamp-example-plugins:percussiononsets:detectionfunction -S variance --sumary-only --segments 1,2,3 -w csv --csv-stdout audio.wav
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373 (... some log output on stderr, then ...)
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374 ,0.000000000,1.000000000,variance,1723.99,"(variance, continuous-time average)"
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375 ,1.000000000,1.000000000,variance,1981.75,"(variance, continuous-time average)"
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376 ,2.000000000,1.000000000,variance,1248.79,"(variance, continuous-time average)"
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377 ,3.000000000,7.031020407,variance,1030.06,"(variance, continuous-time average)"
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378 ```
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379
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380 Here the first row contains a summary covering the time period from 0
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381 to 1 second, the second from 1 to 2 seconds, the third from 2 to 3
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382 seconds and the fourth from 3 seconds to the end of the (short) audio
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383 file.
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384
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385
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386 Automated build reports
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387 -----------------------
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388
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389 * Linux and macOS CI build: [![Build Status](https://travis-ci.org/sonic-visualiser/sonic-annotator.svg?branch=master)](https://travis-ci.org/sonic-visualiser/sonic-annotator)
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390 * Windows CI build: [![Build status](https://ci.appveyor.com/api/projects/status/26pygienkigw39p7?svg=true)](https://ci.appveyor.com/project/cannam/sonic-annotator)
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