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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_02\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"20.7709619999\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",
"\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": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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AkJCQkJCQkJCQkJCQcAfhaHoE927eu9Q6rx9dj7r+Na95Dbz//e+HH/7hH4aHHnoIDg8P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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=1024x256 at 0x7F290504D0D0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grapher.render()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ts_result = analyzer.results['limsi_sad.sad_segments']\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"result = {\n",
" \"duration\": [3.36, 1.92, 11.52, 2.0, 7.92, 1.296, 5.328, 0.96, 11.936, 1.36, 8.384, 1.024, 2.608, 0.784, 3.632, 1.792, 23.264, 1.04, 3.184, 1.072, 4.16, 0.896, 10.352, 1.168, 6.496, 2.88, 3.024, 0.928, 7.328, 1.328, 2.688, 0.816, 1.12, 0.64, 7.088, 1.28, 8.624, 0.688, 9.024, 0.992, 6.768, 1.264, 15.728, 1.12, 7.984, 1.056, 5.216, 1.488, 9.488, 1.248, 6.24, 1.584, 2.704, 0.608, 4.912, 1.2, 1.552, 1.376, 5.04, 1.328, 3.792, 1.12, 1.616, 0.784, 4.72, 1.056, 7.088, 0.688, 5.008, 1.136, 10.704, 1.184, 5.04, 1.024, 6.928, 2.256, 15.504, 1.376, 7.168, 1.056, 6.736, 0.672, 6.32, 2.832, 6.912, 0.88, 10.32, 1.472, 2.304, 0.784, 3.872, 1.216, 3.488, 1.84, 6.672, 2.48, 5.936, 0.704, 6.256, 0.736, 4.544, 1.136, 7.648, 1.152, 3.84, 1.232, 5.792, 1.68, 4.944, 1.952, 3.52, 1.28, 6.096, 0.64, 7.504, 1.264, 2.032, 0.784, 1.728, 2.512, 0.624, 0.752, 8.368, 0.704, 5.792, 0.592, 1.232, 4.56, 3.792, 0.672, 7.104, 2.448, 5.632, 0.944, 7.744, 1.056, 6.608, 0.992, 7.744, 1.168, 20.64, 0.736, 6.928, 0.768, 6.784, 1.344, 5.392, 0.88, 8.224, 0.72, 4.56, 0.928, 10.976, 1.008, 6.528, 0.624, 1.36, 0.688, 3.728, 0.768, 8.288, 1.04, 4.256, 1.888, 5.552, 1.28, 12.768, 1.376, 9.184, 1.584, 9.376, 0.704, 9.2, 2.08, 2.096, 5.712],\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, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0],\n",
" \"time\": [0.0, 3.36, 5.28, 16.8, 18.8, 26.72, 28.016, 33.344, 34.304, 46.24, 47.6, 55.984, 57.008, 59.616, 60.4, 64.032, 65.824, 89.088, 90.128, 93.312, 94.384, 98.544, 99.44, 109.792, 110.96, 117.456, 120.336, 123.36, 124.288, 131.616, 132.944, 135.632, 136.448, 137.568, 138.208, 145.296, 146.576, 155.2, 155.888, 164.912, 165.904, 172.672, 173.936, 189.664, 190.784, 198.768, 199.824, 205.04, 206.528, 216.016, 217.264, 223.504, 225.088, 227.792, 228.4, 233.312, 234.512, 236.064, 237.44, 242.48, 243.808, 247.6, 248.72, 250.336, 251.12, 255.84, 256.896, 263.984, 264.672, 269.68, 270.816, 281.52, 282.704, 287.744, 288.768, 295.696, 297.952, 313.456, 314.832, 322.0, 323.056, 329.792, 330.464, 336.784, 339.616, 346.528, 347.408, 357.728, 359.2, 361.504, 362.288, 366.16, 367.376, 370.864, 372.704, 379.376, 381.856, 387.792, 388.496, 394.752, 395.488, 400.032, 401.168, 408.816, 409.968, 413.808, 415.04, 420.832, 422.512, 427.456, 429.408, 432.928, 434.208, 440.304, 440.944, 448.448, 449.712, 451.744, 452.528, 454.256, 456.768, 457.392, 458.144, 466.512, 467.216, 473.008, 473.6, 474.832, 479.392, 483.184, 483.856, 490.96, 493.408, 499.04, 499.984, 507.728, 508.784, 515.392, 516.384, 524.128, 525.296, 545.936, 546.672, 553.6, 554.368, 561.152, 562.496, 567.888, 568.768, 576.992, 577.712, 582.272, 583.2, 594.176, 595.184, 601.712, 602.336, 603.696, 604.384, 608.112, 608.88, 617.168, 618.208, 622.464, 624.352, 629.904, 631.184, 643.952, 645.328, 654.512, 656.096, 665.472, 666.176, 675.376, 677.456, 679.552]\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pyannote.core import Annotation, Segment"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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": 22,
"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": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from pyannote.metrics.diarization import DiarizationErrorRate\n",
"diarizationErrorRate = DiarizationErrorRate()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{u'confusion': 1.0719999999995595,\n",
" u'correct': 684.1919999999966,\n",
" u'diarization error rate': 0.0015643605967912593,\n",
" u'false alarm': 0.0,\n",
" u'missed detection': 0.0,\n",
" u'total': 685.2639999999961}"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diarizationErrorRate(reference, hypothesis, detailed=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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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