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AES 53rd conference demonstration ipython notebooks
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{
"metadata": {
"name": "Timeside API"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"TimeSide API"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Timeside* API is based on different core processing unit called *processors* :\n",
"\n",
"- Decoders (*timeside.api.IDecoder*) that enables to decode a giving audio source and split it up into frames for further processing\n",
"- Analyzers (*timeside.api.IAnalyzer*) that provides some signal processing module to analyze incoming audio frames\n",
"- Encoders (*timeside.api.IEncoder*) that can encode incoming frames back into an audio object\n",
"- Graphers (*timeside.api.IGrapher*) that can display some representations of the signal or corresponding extracted features"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Decoders"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import timeside\n",
"\n",
"for proc in timeside.core.processors(timeside.api.IDecoder):\n",
" print '- %s : %s' % (proc.__name__, proc.__doc__)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"- FileDecoder : gstreamer-based decoder \n",
"- ArrayDecoder : Decoder taking Numpy array as input\n",
"- LiveDecoder : gstreamer-based decoder from live source\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Analyzers"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for proc in timeside.core.processors(timeside.api.IAnalyzer):\n",
" print '- %s : %s' % (proc.__name__, proc.__doc__)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"- AubioTemporal : None\n",
"- AubioPitch : None\n",
"- AubioMfcc : None\n",
"- AubioMelEnergy : None\n",
"- AubioSpecdesc : None\n",
"- Yaafe : None\n",
"- Spectrogram : None\n",
"- Waveform : None\n",
"- VampSimpleHost : None\n",
"- IRITSpeechEntropy : None\n",
"- IRITSpeech4Hz : None\n",
"- OnsetDetectionFunction : None\n",
"- Level : None\n",
"- MeanDCShift : None\n"
]
}
],
"prompt_number": 20
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Encoders"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for proc in timeside.core.processors(timeside.api.IEncoder):\n",
" print '- %s : %s' % (proc.__name__, proc.__doc__.splitlines()[0])\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"- VorbisEncoder : gstreamer-based vorbis encoder \n",
"- WavEncoder : gstreamer-based encoder \n",
"- Mp3Encoder : gstreamer-based mp3 encoder \n",
"- FlacEncoder : gstreamer-based FLAC encoder \n",
"- AacEncoder : gstreamer-based AAC encoder \n",
"- WebMEncoder : gstreamer-based webm encoder and muxer \n",
"- AudioSink : gstreamer-based Audio Sink\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Graphers"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for proc in timeside.core.processors(timeside.api.IGrapher):\n",
" print '- %s : %s' % (proc.__name__, proc.__doc__.splitlines()[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"- Waveform : Builds a PIL image representing a simple waveform of the audio stream.\n",
"- WaveformCentroid : Builds a PIL image representing a waveform of the audio stream.\n",
"- WaveformTransparent : Builds a PIL image representing a transparent waveform of the audio stream.\n",
"- WaveformContourBlack : Builds a PIL image representing an amplitude coutour (envelop) of the audio stream.\n",
"- WaveformContourWhite : Builds a PIL image representing an amplitude coutour (envelop) of the audio stream.\n",
"- SpectrogramLog : Builds a PIL image representing a spectrogram of the audio stream (level vs. frequency vs. time).\n",
"- SpectrogramLinear : Builds a PIL image representing a spectrogram of the audio stream (level vs. frequency vs. time).\n",
"- Displayaubio_pitch.pitch : Builds a PIL image representing Aubio Pitch\n",
"- Displayodf : Builds a PIL image representing Onset detection function\n",
"- Displaywaveform_analyzer : Builds a PIL image representing Waveform from Analyzer\n"
]
}
],
"prompt_number": 22
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Processors pipeline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All these processors can be chained to form a process pipeline.\n",
"\n",
"Let first define a decoder that reads and decodes audio from a file"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"decoder = timeside.decoder.FileDecoder('tests/samples/guitar.wav')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And then some other processors"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# analyzers\n",
"pitch = timeside.analyzer.AubioPitch()\n",
"level = timeside.analyzer.Level()\n",
"\n",
"# Encoder\n",
"mp3 = timeside.encoder.Mp3Encoder('/tmp/guitar.mp3', overwrite=True)\n",
"\n",
"# Graphers\n",
"specgram = timeside.grapher.SpectrogramLinear()\n",
"waveform = timeside.grapher.WaveformCentroid()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's now define a process pipeline with all these processors and run it"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pipe = (decoder | pitch | level | mp3 | specgram | waveform)\n",
"pipe.run()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyzers results are available through the pipe:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pipe.results.keys()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 26,
"text": [
"['level.rms', 'level.max', 'aubio_pitch.pitch_confidence', 'aubio_pitch.pitch']"
]
}
],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or from the analyzer:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pitch.results.keys()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 27,
"text": [
"['aubio_pitch.pitch', 'aubio_pitch.pitch_confidence']"
]
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pitch.results['aubio_pitch.pitch'].keys()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 28,
"text": [
"['id_metadata',\n",
" 'data_object',\n",
" 'audio_metadata',\n",
" 'frame_metadata',\n",
" 'parameters']"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pitch.results['aubio_pitch.pitch']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 29,
"text": [
"FrameValueResult(id_metadata=IdMetadata(id='aubio_pitch.pitch', name='f0 (aubio) pitch', unit='Hz', description='', date='2014-01-26 23:08:08', version='0.5.3', author='TimeSide', uuid='f97c11e4-9932-4e7c-8cd0-677f1ca15b54'), data_object=DataObject(value=array([ 124.76622772, 124.70761108, 125.05422974, 125.76716614,\n",
" 125.28672791, 125.45233917, 125.41001129, 124.93823242,\n",
" 139.237854 , 61.45153427, 138.45236206, 125.44420624,\n",
" 123.46033478, 122.77059174, 247.68533325, 247.44355774,\n",
" 247.84062195, 247.67996216, 247.3572998 , 247.20892334,\n",
" 246.95826721, 246.86332703, 246.68986511, 246.51612854,\n",
" 246.35842896, 0. , 56.41061783, 100.63993835,\n",
" 102.11268616, 102.2598877 , 102.77933502, 103.28891754,\n",
" 103.15610504, 93.139328 , 92.8353653 , 96.57542419,\n",
" 98.62527466, 124.39617157, 297.35824585, 299.05773926,\n",
" 293.05422974, 292.14743042, 146.12303162, 291.54528809,\n",
" 146.79568481, 146.88179016, 147.11070251, 147.04571533,\n",
" 133.81538391, 123.7664566 , 124.27397156, 250.90075684,\n",
" 248.90663147, 248.484375 , 248.4284668 , 248.21942139,\n",
" 247.88047791, 248.24320984, 241.87542725, 276.04016113,\n",
" 120.05931854, 119.72705841, 252.83992004, 272.46038818,\n",
" 273.3442688 , 272.69506836, 272.91162109, 273.5723877 ,\n",
" 276.03311157, 276.1293335 , 118.45323944, 274.19049072,\n",
" 273.88699341, 279.43109131, 271.79418945, 274.46792603,\n",
" 282.15090942, 273.77890015, 274.34942627, 277.65420532,\n",
" 110.34221649, 110.47815704, 110.32862854, 92.51663208,\n",
" 103.30633545, 134.76925659, 136.29373169, 140.4964447 ,\n",
" 49.47525024, 222.99699402, 222.70629883, 221.40229797,\n",
" 111.76058197, 223.57044983, 224.51216125, 225.2015686 ,\n",
" 225.45700073, 225.53590393, 225.5743866 , 225.9387207 ,\n",
" 225.89573669, 225.98475647, 226.01817322, 225.86709595,\n",
" 226.37133789, 226.95202637, 227.26017761, 227.89990234,\n",
" 227.91894531, 227.7651825 , 227.67176819, 227.39189148,\n",
" 227.4919281 , 227.54376221, 227.92842102, 228.49234009,\n",
" 142.25431824, 229.0978241 , 228.7747345 , 141.92694092,\n",
" 141.71105957, 141.70932007, 141.91641235, 142.11735535,\n",
" 142.46221924, 142.87268066, 143.04548645, 142.86178589,\n",
" 142.89878845, 142.89439392, 143.03111267, 143.40930176,\n",
" 143.87028503, 144.09761047, 144.26022339, 144.34635925,\n",
" 144.28337097, 144.42449951, 144.58381653, 144.8631134 ,\n",
" 145.24511719, 145.52886963, 111.39459991, 111.3459549 ,\n",
" 111.37000275, 111.37731934, 111.32710266, 111.38896179,\n",
" 111.30331421, 111.33413696, 111.33735657, 111.27690125,\n",
" 111.36361694, 111.26144409, 111.30369568, 111.2949295 ,\n",
" 111.25325775, 111.33280945, 111.25654602, 222.80218506,\n",
" 222.77989197, 222.75202942, 222.91520691, 222.52330017,\n",
" 220.91569519, 470.42077637, 111.26467133, 111.29660797,\n",
" 111.27384186, 111.26905823, 111.30500031, 222.73617554,\n",
" 222.91693115, 222.78601074, 222.71078491, 222.42280579, 0. ], dtype=float32)), audio_metadata=AudioMetadata(uri='file:///home/thomas/code/timeside/TimeSide/tests/samples/guitar.wav', start=0.0, duration=4.128027211, is_segment=False, channels=None, channelsManagement=''), frame_metadata=FrameMetadata(samplerate=44100, blocksize=2048, stepsize=1024), parameters={})"
]
}
],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Grapher result can also be display or save into a file"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(specgram.render(), origin='lower')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 30,
"text": [
"<matplotlib.image.AxesImage at 0x5da6650>"
]
},
{
"output_type": "display_data",
"png": 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6lHGMp1th1ts9IFXdPB2YC94+DXdARmtDLgRR3V0WFr5GK8P++gvS/q8CCXTb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\nL1uCqpYLlVwgGvX8MEbXHMQfEaA6vIQxPd8zXROo5nM5rIc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Ik5UsgBbmC+fhxLAGCAJm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\nhLzdCNDGgtvqm9yg7mLoOQuuPOnrYU4Yavz86nMsqEPm9SGPm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}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(waveform.render(), origin='lower')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 31,
"text": [
"<matplotlib.image.AxesImage at 0x616e650>"
]
},
{
"output_type": "display_data",
"png": 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udeLPxzp85v529yOvdsX7wqcd3nue+ti/7g/aDfZX2K5S5R3UVl6pnX4/aKOu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\nYJckSRpm/j903eZ3146PAAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"waveform.render('/tmp/waveform.png')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
}
],
"metadata": {}
}
]
}
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