Revision 6:c4eb7acfb989 Vamp.v3.ipynb
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{
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"cells": [ |
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{
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"cell_type": "code", |
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"collapsed": true, |
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"input": [ |
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"import vamp" |
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], |
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"language": "python", |
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"cell_type": "markdown", |
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"metadata": {},
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"outputs": [], |
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"prompt_number": 1 |
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"source": [ |
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"# Using Vamp plugins from Python\n", |
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"This notebook illustrates processing an audio file using a Vamp plugin, showing the results in a simple plot, and saving to a .csv file. This could be useful when integrating with analysis software written in Python, or for a batch process. (Note that it is also possible to run Vamp plugins in batch using the [Sonic Annotator](http://vamp-plugins.org/sonic-annotator) command-line program.)" |
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] |
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}, |
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{
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"import librosa" |
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], |
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"language": "python", |
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"cell_type": "markdown", |
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"metadata": {},
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"outputs": [ |
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{
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"output_type": "stream", |
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"stream": "stderr", |
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"text": [ |
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"/usr/lib/python2.7/site-packages/librosa/core/audio.py:33: UserWarning: Could not import scikits.samplerate. Falling back to scipy.signal\n", |
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" warnings.warn('Could not import scikits.samplerate. '\n"
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] |
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} |
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], |
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"prompt_number": 2 |
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"source": [ |
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"### Setup\n", |
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"\n", |
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"First import some necessary modules.\n", |
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"\n", |
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"The `vamp` module loads and runs Vamp plugins.\n", |
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"`librosa` is an audio analysis module from LabROSA at Columbia University. We are using it here only to load audio files, though it can also carry out some basic analysis functions.\n", |
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"`matplotlib` is the plotting library." |
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] |
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}, |
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{
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"cell_type": "code", |
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"collapsed": true, |
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"input": [ |
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"import vamp\n", |
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"import librosa\n", |
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"import matplotlib.pyplot as plt" |
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], |
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"language": "python", |
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"metadata": {},
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"outputs": [], |
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"prompt_number": 3 |
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"prompt_number": 26 |
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}, |
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{
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"cell_type": "markdown", |
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"metadata": {},
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"source": [ |
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"This bit of magic ensures that plots show up in the notebook rather than in a separate window:" |
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] |
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}, |
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{
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"cell_type": "code", |
| ... | ... | |
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"language": "python", |
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"metadata": {},
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"outputs": [], |
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"prompt_number": 4 |
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"prompt_number": 27 |
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}, |
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{
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"cell_type": "markdown", |
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"metadata": {},
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"source": [ |
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"### Getting started with the Vamp module\n", |
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"\n", |
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"List the plugins that are installed. The strings that are returned here are referred to in the module documentation as _plugin keys_ -- each one consists of the name of the library file that contains the plugin, then a colon, then the identifier for the plugin itself. So a set of plugins with the same text before the colon (such as `qm-vamp-plugins:`) were all distributed in the same plugin library file.\n", |
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"\n", |
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"You can find plugin descriptions and downloads at http://vamp-plugins.org/download.html." |
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] |
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}, |
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{
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"cell_type": "code", |
| ... | ... | |
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"vamp.list_plugins()" |
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], |
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"language": "python", |
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"metadata": {},
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"metadata": {
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"scrolled": true |
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}, |
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"outputs": [ |
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{
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"metadata": {},
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"output_type": "pyout", |
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"prompt_number": 5,
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"prompt_number": 28,
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"text": [ |
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"['bbc-vamp-plugins:bbc-energy',\n", |
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" 'bbc-vamp-plugins:bbc-intensity',\n", |
| ... | ... | |
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] |
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} |
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], |
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"prompt_number": 5 |
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"prompt_number": 28 |
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}, |
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{
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"cell_type": "markdown", |
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"metadata": {},
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"source": [ |
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"We'll be using the `librosa` module's `load` function to load the audio file. IPython will show documentation about a function if you just give its name with a \"?\" at the end." |
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] |
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}, |
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{
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"cell_type": "code", |
| ... | ... | |
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"language": "python", |
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"metadata": {},
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"outputs": [], |
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"prompt_number": 6 |
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"prompt_number": 29 |
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}, |
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{
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"cell_type": "markdown", |
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"metadata": {},
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"source": [ |
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"And the main high-level Vamp module function to apply a plugin is called `collect`, because it runs a plugin and collects the results into a suitable structure rather than returning them individually." |
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] |
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}, |
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{
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"cell_type": "code", |
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