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Test Limsi SAD Adaptatif
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Test Limsi SAD Adaptatif\n", | |
"## CNRSMH_I_2013_507_001_01\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"24.7100980282\n" | |
] | |
} | |
], | |
"source": [ | |
"import timeside.core \n", | |
"from timeside.core import get_processor\n", | |
"import time\n", | |
"wavfile = 'CNRSMH_I_2013_507_001_01.wav'\n", | |
"#wavfile = 'CNRSMH_I_2013_507_001_02.wav'\n", | |
"decoder = get_processor('file_decoder')(wavfile)\n", | |
"\n", | |
"t = time.time()\n", | |
"#analyzer = \n", | |
"analyzer = get_processor('limsi_sad')(sad_model='etape', dews= 0.6, speech_threshold= 0.5, adapt=True)\n", | |
"grapher = get_processor('grapher_limsi_sad_adaptive')()\n", | |
"pipe = (decoder | analyzer | grapher)\n", | |
"pipe.run()\n", | |
"print time.time() - t\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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EQBv73KIFWvmvhYGXvKT43Z07HGtrmJsBoMXlQMuXe9AgWkHoQYIQApNkctHNaNGiRYul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\nqVPsXJj1YqQZJRduGkDyLbwdhwalAez0oWictJq4tgYgTKhe1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| |
"text/plain": [ | |
"<PIL.Image.Image image mode=RGBA size=1024x256 at 0x7F0E629F3810>" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"grapher.render()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"ts_result = analyzer.results['limsi_sad.sad_segments']\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
" result = {\n", | |
" \"duration\": [1.264, 11.184, 0.896, 5.392, 1.04, 3.424, 2.112, 3.136, 1.008, 3.6, 1.696, 1.008, 0.656, 7.584, 1.536, 2.128, 0.656, 2.192, 1.104, 4.096, 1.584, 0.864, 0.608, 3.216, 0.736, 2.48, 2.304, 4.976, 1.904, 1.056, 0.624, 1.28, 1.296, 3.696, 1.376, 1.84, 1.632, 1.84, 1.12, 1.36, 0.912, 1.824, 1.328, 3.6, 0.96, 5.136, 0.592, 6.288, 2.576, 2.752, 1.952, 3.28, 0.688, 1.088, 0.736, 1.984, 0.928, 6.336, 0.624, 5.952, 0.96, 9.072, 0.64, 2.576, 1.104, 1.952, 0.864, 5.584, 1.856, 7.648, 2.224, 6.912, 0.608, 2.976, 1.392, 1.632, 1.152, 10.0, 0.832, 3.36, 0.96, 10.672, 1.168, 5.552, 0.752, 3.904, 1.296, 10.192, 1.168, 5.6, 1.28, 8.112, 1.168, 9.744, 1.52, 8.08, 1.408, 6.336, 0.608, 4.752, 1.248, 7.44, 1.008, 6.352, 0.72, 6.4, 1.216, 7.296, 1.408, 11.088, 2.432, 8.0, 1.264, 6.384, 1.984, 9.664, 1.536, 3.264, 1.296, 8.544, 0.672, 12.272, 2.32, 12.944, 0.64, 9.888, 1.168, 11.04, 2.992, 3.328, 0.608, 4.944, 0.992, 6.256, 0.976, 8.496, 0.768, 6.528, 0.784, 7.488, 0.832, 5.536, 0.624, 17.408, 0.976, 29.232, 1.584, 8.544, 1.024, 9.072, 0.608, 2.4, 1.248, 7.776, 1.504, 18.992, 1.104, 6.672, 0.688, 5.552, 1.584, 10.56, 1.056, 8.336, 0.928, 5.632, 0.896, 4.288, 2.096, 16.768, 0.624, 5.856, 0.736, 7.632, 2.944, 12.608, 1.472, 10.032, 2.496, 0.704, 1.76, 2.832, 4.832, 0.688, 0.72, 3.248, 0.608, 1.328, 3.936, 2.576, 1.024, 3.392, 4.496, 2.848, 2.352, 3.248, 0.768, 1.728, 1.248, 1.152, 0.896, 1.84, 1.056, 6.512, 1.056, 1.936, 16.896, 1.264, 3.456, 0.96, 9.792, 4.16, 3.216, 1.28, 10.064, 3.424, 0.72, 1.888, 0.688, 4.336, 5.936, 3.776, 4.096, 2.096, 7.456],\n", | |
" \"label\": [0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0],\n", | |
" \"time\": [0.0, 1.264, 12.448, 13.344, 18.736, 19.776, 23.2, 25.312, 28.448, 29.456, 33.056, 34.752, 35.76, 36.416, 44.0, 45.536, 47.664, 48.32, 50.512, 51.616, 55.712, 57.296, 58.16, 58.768, 61.984, 62.72, 65.2, 67.504, 72.48, 74.384, 75.44, 76.064, 77.344, 78.64, 82.336, 83.712, 85.552, 87.184, 89.024, 90.144, 91.504, 92.416, 94.24, 95.568, 99.168, 100.128, 105.264, 105.856, 112.144, 114.72, 117.472, 119.424, 122.704, 123.392, 124.48, 125.216, 127.2, 128.128, 134.464, 135.088, 141.04, 142.0, 151.072, 151.712, 154.288, 155.392, 157.344, 158.208, 163.792, 165.648, 173.296, 175.52, 182.432, 183.04, 186.016, 187.408, 189.04, 190.192, 200.192, 201.024, 204.384, 205.344, 216.016, 217.184, 222.736, 223.488, 227.392, 228.688, 238.88, 240.048, 245.648, 246.928, 255.04, 256.208, 265.952, 267.472, 275.552, 276.96, 283.296, 283.904, 288.656, 289.904, 297.344, 298.352, 304.704, 305.424, 311.824, 313.04, 320.336, 321.744, 332.832, 335.264, 343.264, 344.528, 350.912, 352.896, 362.56, 364.096, 367.36, 368.656, 377.2, 377.872, 390.144, 392.464, 405.408, 406.048, 415.936, 417.104, 428.144, 431.136, 434.464, 435.072, 440.016, 441.008, 447.264, 448.24, 456.736, 457.504, 464.032, 464.816, 472.304, 473.136, 478.672, 479.296, 496.704, 497.68, 526.912, 528.496, 537.04, 538.064, 547.136, 547.744, 550.144, 551.392, 559.168, 560.672, 579.664, 580.768, 587.44, 588.128, 593.68, 595.264, 605.824, 606.88, 615.216, 616.144, 621.776, 622.672, 626.96, 629.056, 645.824, 646.448, 652.304, 653.04, 660.672, 663.616, 676.224, 677.696, 687.728, 690.224, 690.928, 692.688, 695.52, 700.352, 701.04, 701.76, 705.008, 705.616, 706.944, 710.88, 713.456, 714.48, 717.872, 722.368, 725.216, 727.568, 730.816, 731.584, 733.312, 734.56, 735.712, 736.608, 738.448, 739.504, 746.016, 747.072, 749.008, 765.904, 767.168, 770.624, 771.584, 781.376, 785.536, 788.752, 790.032, 800.096, 803.52, 804.24, 806.128, 806.816, 811.152, 817.088, 820.864, 824.96, 827.056]\n", | |
" }\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from pyannote.core import Annotation, Segment" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"reference = Annotation()\n", | |
"for time,duration, label in zip(result[\"time\"], result[\"duration\"], result[\"label\"]):\n", | |
" reference[Segment(time,time+duration)] = label" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"hypothesis = Annotation()\n", | |
"for time,duration, label in zip(ts_result.time, ts_result.duration, ts_result.data):\n", | |
" hypothesis[Segment(time,time+duration)] = label" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"from pyannote.metrics.diarization import DiarizationErrorRate\n", | |
"diarizationErrorRate = DiarizationErrorRate()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{u'confusion': 5.695999999999181,\n", | |
" u'correct': 828.8159999999959,\n", | |
" u'diarization error rate': 0.006825545947810473,\n", | |
" u'false alarm': 0.0,\n", | |
" u'missed detection': 0.0,\n", | |
" u'total': 834.5119999999952}" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"diarizationErrorRate(reference, hypothesis, detailed=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Error Rate 0.68%\n" | |
] | |
} | |
], | |
"source": [ | |
"print 'Error Rate %.2f%%' % (diarizationErrorRate(reference, hypothesis)*100)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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