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@thomasfillon
Last active January 20, 2016 13:56
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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_03"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"19.1922280788\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" if self._edgecolors == str('face'):\n"
]
}
],
"source": [
"import timeside.core \n",
"from timeside.core import get_processor\n",
"import time\n",
"\n",
"#wavfile = 'CNRSMH_I_2013_507_001_01.wav'\n",
"#wavfile = 'CNRSMH_I_2013_507_001_02.wav'\n",
"wavfile = 'CNRSMH_I_2013_507_001_03.wav'\n",
"\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": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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Hh4eHh4eHh4eHh8d9hJPZCa6uXl3qPW+f3K51/Wte8xq8+93vxvd+7/fi8ccfx/HxMd7/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\nTkSuQmCC\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=1024x256 at 0x7FF679B28D90>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grapher.render()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ts_result = analyzer.results['limsi_sad.sad_segments']\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"result = {\n",
" \"duration\": [16.672, 1.344, 15.136, 1.504, 15.248, 0.976, 13.904, 0.672, 3.904, 1.632, 10.688, 1.408, 13.952, 1.056, 11.456, 0.64, 19.28, 4.096, 21.216, 2.256, 6.512, 0.992, 14.032, 1.072, 6.24, 2.768, 7.328, 1.136, 4.496, 1.552, 14.064, 1.296, 9.52, 0.88, 18.64, 2.384, 25.056, 1.952, 8.88, 0.88, 7.648, 1.824, 7.936, 1.344, 14.128, 1.632, 13.456, 1.104, 10.336, 2.384, 14.56, 1.584, 6.624, 0.992, 18.032, 2.096, 12.416, 2.112, 4.8, 0.656, 3.808, 1.04, 1.984, 1.392, 10.912, 0.784, 3.136, 5.184, 1.552, 2.16, 1.968, 2.112, 3.008, 2.368, 4.096, 2.688, 1.952, 2.4, 2.16, 0.656, 0.608, 1.504, 12.032, 0.736, 7.888, 1.072, 6.96, 0.608, 2.48, 2.736, 4.592, 0.752, 1.952, 1.104, 8.96, 1.088, 7.072, 0.592, 2.992, 1.088, 2.24, 1.216, 6.688, 0.704, 7.456, 0.608, 2.336, 1.424, 4.048, 1.68, 8.08, 1.264, 13.584, 1.552, 2.512, 3.328, 6.432, 0.992, 13.152, 1.344, 8.688, 1.008, 10.08, 0.608, 9.376, 0.896, 10.48, 0.816, 11.152, 1.008, 8.416, 0.688, 3.072, 0.928, 11.728, 0.848, 5.872, 0.896, 10.992, 1.232, 2.16, 4.192, 0.64, 1.136, 0.96, 9.2, 1.52, 10.704, 0.72, 0.816, 0.832, 5.248, 1.136, 5.952, 1.024, 4.192, 1.216, 1.328, 2.896, 9.232, 0.832, 9.248, 0.592, 4.208, 1.44],\n",
" \"label\": [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],\n",
" \"time\": [0.0, 16.672, 18.016, 33.152, 34.656, 49.904, 50.88, 64.784, 65.456, 69.36, 70.992, 81.68, 83.088, 97.04, 98.096, 109.552, 110.192, 129.472, 133.568, 154.784, 157.04, 163.552, 164.544, 178.576, 179.648, 185.888, 188.656, 195.984, 197.12, 201.616, 203.168, 217.232, 218.528, 228.048, 228.928, 247.568, 249.952, 275.008, 276.96, 285.84, 286.72, 294.368, 296.192, 304.128, 305.472, 319.6, 321.232, 334.688, 335.792, 346.128, 348.512, 363.072, 364.656, 371.28, 372.272, 390.304, 392.4, 404.816, 406.928, 411.728, 412.384, 416.192, 417.232, 419.216, 420.608, 431.52, 432.304, 435.44, 440.624, 442.176, 444.336, 446.304, 448.416, 451.424, 453.792, 457.888, 460.576, 462.528, 464.928, 467.088, 467.744, 468.352, 469.856, 481.888, 482.624, 490.512, 491.584, 498.544, 499.152, 501.632, 504.368, 508.96, 509.712, 511.664, 512.768, 521.728, 522.816, 529.888, 530.48, 533.472, 534.56, 536.8, 538.016, 544.704, 545.408, 552.864, 553.472, 555.808, 557.232, 561.28, 562.96, 571.04, 572.304, 585.888, 587.44, 589.952, 593.28, 599.712, 600.704, 613.856, 615.2, 623.888, 624.896, 634.976, 635.584, 644.96, 645.856, 656.336, 657.152, 668.304, 669.312, 677.728, 678.416, 681.488, 682.416, 694.144, 694.992, 700.864, 701.76, 712.752, 713.984, 716.144, 720.336, 720.976, 722.112, 723.072, 732.272, 733.792, 744.496, 745.216, 746.032, 746.864, 752.112, 753.248, 759.2, 760.224, 764.416, 765.632, 766.96, 769.856, 779.088, 779.92, 789.168, 789.76, 793.968]\n",
" }\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pyannote.core import Annotation, Segment"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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": 7,
"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": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from pyannote.metrics.diarization import DiarizationErrorRate\n",
"diarizationErrorRate = DiarizationErrorRate()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{u'confusion': 1.3119999999998697,\n",
" u'correct': 794.0959999999974,\n",
" u'diarization error rate': 0.00164946794600994,\n",
" u'false alarm': 0.0,\n",
" u'missed detection': 0.0,\n",
" u'total': 795.4079999999972}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diarizationErrorRate(reference, hypothesis, detailed=True)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error Rate 0.16%\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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