Sonic Annotator is a utility program for batch feature extraction from audio files. It runs Vamp audio analysis plugins on audio files, and can write the result features in a selection of formats.
For more information, see
http://vamp-plugins.org/sonic-annotator
More documentation follows further down this README file, after the credits.
Sonic Annotator was developed at the Centre for Digital Music, Queen Mary, University of London.
The main program is by Mark Levy, Chris Cannam, and Chris Sutton. Sonic Annotator incorporates library code from the Sonic Visualiser application by Chris Cannam. Code copyright 2005-2007 Chris Cannam, copyright 2006-2020 Queen Mary, University of London, except where indicated in the individual source files.
This work was funded by the Engineering and Physical Sciences Research Council through the OMRAS2 project EP/E017614/1.
Sonic Annotator is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version. See the file COPYING included with this distribution for more information.
Sonic Annotator may also make use of the following libraries:
- Qt5 -- Copyright Digia Oyj, distributed under the LGPL
- Ogg decoder -- Copyright CSIRO Australia, BSD license
- MAD mp3 decoder -- Copyright Underbit Technologies Inc, GPL
- libsamplerate -- Copyright Erik de Castro Lopo, GPL
- libsndfile -- Copyright Erik de Castro Lopo, LGPL
- FFTW3 -- Copyright Matteo Frigo and MIT, GPL
- Vamp plugin SDK -- Copyright Chris Cannam and QMUL, BSD license
- Dataquay -- Copyright Breakfast Quay, BSD license
- Sord and Serd -- Copyright David Robillard, BSD license
(Some distributions of Sonic Annotator may have one or more of these libraries statically linked.) Many thanks to their authors.
To use Sonic Annotator, you need to tell it three things: what audio files to extract features from; what features to extract; and how and where to write the results. You can also optionally tell it to summarise the features.
Sonic Annotator accepts a list of audio files on the command line. Any argument that is not understood as a supported command-line option will be taken to be the name of an audio file. Any number of files may be listed.
Several common audio file formats are supported, including MP3, Ogg, and a number of PCM formats such as WAV and AIFF. AAC is supported on OS/X only, and only if not DRM protected. WMA is not supported.
File paths do not have to be local; you can also provide remote HTTP or FTP URLs for Sonic Annotator to retrieve.
Sonic Annotator also accepts the names of playlist files (.m3u extension) and will process every file found in the playlist.
Finally, you can provide a local directory path instead of a file, together with the -r (recursive) option, for Sonic Annotator to process every audio file found in that directory or any of its subdirectories.
Sonic Annotator applies "transforms" to its input audio files, where a transform (in this terminology) consists of a Vamp plugin together with a certain set of parameters and a specified execution context: step and block size, sample rate, etc.
(See http://www.vamp-plugins.org/ for more information about Vamp plugins.)
To use a particular transform, specify its filename on the command line with the -t option.
Transforms are usually described in RDF, following the transform part of the Vamp plugin ontology (http://purl.org/ontology/vamp/). A Transform may use any Vamp plugin that is currently installed and available on the system. You can obtain a list of available plugin outputs by running Sonic Annotator with the -l option, and you can obtain a skeleton transform description for one of these plugins with the -s option.
For example, if the example plugins from the Vamp plugin SDK are available and no other plugins are installed, you might have an exchange like this:
$ sonic-annotator -l
vamp:vamp-example-plugins:amplitudefollower:amplitude
vamp:vamp-example-plugins:fixedtempo:acf
vamp:vamp-example-plugins:fixedtempo:detectionfunction
vamp:vamp-example-plugins:fixedtempo:filtered_acf
vamp:vamp-example-plugins:fixedtempo:tempo
vamp:vamp-example-plugins:fixedtempo:candidates
vamp:vamp-example-plugins:percussiononsets:detectionfunction
vamp:vamp-example-plugins:percussiononsets:onsets
vamp:vamp-example-plugins:powerspectrum:powerspectrum
vamp:vamp-example-plugins:spectralcentroid:linearcentroid
vamp:vamp-example-plugins:spectralcentroid:logcentroid
vamp:vamp-example-plugins:zerocrossing:counts
vamp:vamp-example-plugins:zerocrossing:zerocrossings
$ sonic-annotator -s vamp:vamp-example-plugins:fixedtempo:tempo
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix vamp: <http://purl.org/ontology/vamp/> .
@prefix : <#> .
:transform a vamp:Transform ;
vamp:plugin <http://vamp-plugins.org/rdf/plugins/vamp-example-plugins#fixedtempo> ;
vamp:step_size "64"^^xsd:int ;
vamp:block_size "256"^^xsd:int ;
vamp:parameter_binding [
vamp:parameter [ vamp:identifier "maxbpm" ] ;
vamp:value "190"^^xsd:float ;
] ;
vamp:parameter_binding [
vamp:parameter [ vamp:identifier "maxdflen" ] ;
vamp:value "10"^^xsd:float ;
] ;
vamp:parameter_binding [
vamp:parameter [ vamp:identifier "minbpm" ] ;
vamp:value "50"^^xsd:float ;
] ;
vamp:output <http://vamp-plugins.org/rdf/plugins/vamp-example-plugins#fixedtempo_output_tempo> .
$
The output of -s is an RDF/Turtle document describing the default settings for the Tempo output of the Fixed Tempo Estimator plugin in the Vamp plugin SDK.
(The exact format of the RDF printed may differ -- e.g. if the plugin's RDF description is not installed and so its "home" URI is not known -- but the result should be functionally equivalent to this.)
You could run this transform by saving the RDF to a file and specifying that file with -t:
$ sonic-annotator -s vamp:vamp-example-plugins:fixedtempo:tempo > test.n3
$ sonic-annotator -t test.n3 audio.wav -w csv --csv-stdout
(... logging output on stderr, then ...)
"audio.wav",0.002902494,5.196916099,68.7916,"68.8 bpm"
$
The single line of output above consists of the audio file name, the timestamp and duration for a single feature, the value of that feature (the estimated tempo of the given region of time from that file, in bpm -- the plugin in question performs a single tempo estimation and nothing else) and the feature's label.
A quicker way to achieve the above is to use the -d (default) option to tell Sonic Annotator to use directly the default configuration for a named transform:
$ sonic-annotator -d vamp:vamp-example-plugins:fixedtempo:tempo audio.wav -w csv --csv-stdout
(... some log output on stderr, then ...)
"audio.wav",0.002902494,5.196916099,68.7916,"68.8 bpm"
$
Although handy for experimentation, the -d option is inadvisable in any "production" situation because the plugin configuration is not guaranteed to be the same each time (for example if an updated version of a plugin changes some of its defaults). It's better to save a well-defined transform to file and refer to that, even if it is simply the transform created by the skeleton option.
To run more than one transform on the same audio files, just put more than one set of transform RDF descriptions in the same file, or give the -t option more than once with separate transform description files. Remember that if you want to specify more than one transform in the same file, they will need to have distinct URIs (that is, the ":transform" part of the example above, which may be any arbitrary name, must be distinct for each described transform).
Sonic Annotator supports various different output modules (and it is fairly easy for the developer to add new ones). You have to choose at least one output module; use the -w (writer) option to do so. Each module has its own set of parameters which can be adjusted on the command line, as well as its own default rules about where to write the results.
To get help on a specific writer, run Sonic Annotator with the -h option followed by the writer name (e.g. "-h csv").
The following writers are currently supported. (Others exist, but are not properly implemented or not supported.)
-
csv
Writes the results into comma-separated data files.
One file is created for each transform applied to each input audio file, named after the input audio file and transform name with .csv suffix and ":" replaced by "_" throughout, placed in the same directory as the audio file.
To instruct Sonic Annotator to place the output files in another location, use --csv-basedir with a directory name.
To write a single file with all data in it, use --csv-one-file.
To write all data to stdout instead of to a file, use --csv-stdout.
Sonic Annotator will not write to an output file that already exists. If you want to make it do this, use --csv-force to overwrite or --csv-append to append to it.
The data generated consists of one line for each result feature, containing the feature timestamp, feature duration if present, all of the feature's bin values in order, followed by the feature's label if present. If the --csv-one-file or --csv-stdout option is specified, then an additional column will appear before any of the above, containing the audio file name from which the feature was extracted, if it differs from that of the previous row. To suppress this additional column, use the --csv-omit-filenames option.
To make the CSV writer emit the end time instead of the duration (for features with duration) use the --csv-end-times option.
To make the writer always emit end time or duration, even when the feature lacks duration, by using the time of the following feature as the end time, use the --csv-fill-ends option.
The default column separator is a comma; you can specify a different one with the --csv-separator option.
-
lab
Writes the results into a tab-separated label file (.lab).
This is equivalent to using the CSV writer with a tab separator and the options --csv-end-times --csv-omit-filenames.
It supports the --lab-basedir, --lab-stdout, --lab-force, --lab-append, and --lab-fill-ends options, which all behave similarly to their CSV writer equivalents.
-
rdf
Writes the results into RDF/Turtle documents following the Audio Features ontology (http://purl.org/ontology/af/).
One file is created for each input audio file containing the features extracted by all transforms applied to that file, named after the input audio file with .n3 extension, placed in the same directory as the audio file.
To instruct Sonic Annotator to place the output files in another location, use --rdf-basedir with a directory name.
To write a single file with all data (from all input audio files) in it, use --rdf-one-file.
To write one file for each transform applied to each input audio file, named after the input audio file and transform name with .n3 suffix and ":" replaced by "_" throughout, use --rdf-many-files.
To write all data to stdout instead of to a file, use --rdf-stdout.
Sonic Annotator will not write to an output file that already exists. If you want to make it do this, use --rdf-force to overwrite or --rdf-append to append to it.
Sonic Annotator will use plugin description RDF if available to enhance its output (for example identifying note onset times as note onset times, if the plugin's RDF says that is what it produces, rather than writing them as plain events). Best results will be obtained if an RDF document is provided with your plugins (for example, vamp-example-plugins.n3) and you have this installed in the same location as the plugins. To override this enhanced output and write plain events for all features, use --rdf-plain.
The output RDF will include an available_as property linking the results to the original audio signal URI. By default, this will point to the URI of the file or resource containing the audio that Sonic Annotator processed, such as the file:/// location on disk. To override this, for example to process a local copy of a file while generating RDF that describes a copy of it available on a network, you can use the --rdf-signal-uri option to specify an alternative signal URI.
-
json
Writes the results into JSON format following JAMS, the JSON Annotated Music Specification. This writer is provisional as of Sonic Annotator v1.1.
-
midi
Writes the results to MIDI files. All features are written as MIDI notes.
If a feature has at least one value, its first value will be used as the note pitch, the second value (if present) for velocity. If a feature has units of Hz, then its pitch will be converted from frequency to an integer value in MIDI range, otherwise it will be written directly.
Multiple (up to 16) transforms can be written to a single MIDI file, where they will be given separate MIDI channel numbers.
Sonic Annotator can also calculate and write summaries of features, such as mean and median values.
To obtain a summary as well as the feature results, just use the -S option, naming the type of summary you want (min, max, mean, median, mode, sum, variance, sd or count). You can also tell it to produce only the summary, not the individual features, with --summary-only.
Alternatively, you can specify a summary in a transform description. The following example tells Sonic Annotator to write both the times of note onsets estimated by the simple percussion onset detector example plugin, and the variance of the plugin's onset detection function. (It will only process the audio file and run the plugin once.)
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>.
@prefix vamp: <http://purl.org/ontology/vamp/>.
@prefix examples: <http://vamp-plugins.org/rdf/plugins/vamp-example-plugins#>.
@prefix : <#>.
:transform1 a vamp:Transform;
vamp:plugin examples:percussiononsets ;
vamp:output examples:percussiononsets_output_onsets .
:transform0 a vamp:Transform;
vamp:plugin examples:percussiononsets ;
vamp:output examples:percussiononsets_output_detectionfunction ;
vamp:summary_type "variance" .
Sonic Annotator can also summarise in segments -- if you provide a comma-separated list of times as an argument to the --segments option, it will calculate one summary for each segment bounded by the times you provided. For example,
$ sonic-annotator -d vamp:vamp-example-plugins:percussiononsets:detectionfunction -S variance --sumary-only --segments 1,2,3 -w csv --csv-stdout audio.wav
(... some log output on stderr, then ...)
,0.000000000,1.000000000,variance,1723.99,"(variance, continuous-time average)"
,1.000000000,1.000000000,variance,1981.75,"(variance, continuous-time average)"
,2.000000000,1.000000000,variance,1248.79,"(variance, continuous-time average)"
,3.000000000,7.031020407,variance,1030.06,"(variance, continuous-time average)"
Here the first row contains a summary covering the time period from 0 to 1 second, the second from 1 to 2 seconds, the third from 2 to 3 seconds and the fourth from 3 seconds to the end of the (short) audio file.
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