Skip to content

Instantly share code, notes, and snippets.

@muhammadhafiz
Last active August 29, 2015 13:56
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save muhammadhafiz/17787d14464a16871d3f to your computer and use it in GitHub Desktop.
Save muhammadhafiz/17787d14464a16871d3f to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Muhammad Hafiz Wan Rosli\n",
"# Media Arts & Technology\n",
"# Music Information Retrieval\n",
"# MAT240E: Homework05 - Audio Feature Extraction III\n",
"\n",
"#Analysis of pitch and tempo detection using essentia's built in algorithms\n",
"#http://essentia.upf.edu/"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Experiments on different methods of segmenting signals based on sudden tempo changes for auto segmentation\n",
"#Using essentia's BeatTrackerMultiFeature(), RhythmExtractor2013() & OnsetRate()\n",
"#Plots of detected tatums and onsets\n",
"#More explorations with texture windows and euclidean distances are done in Homework06"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from essentia import *\n",
"from essentia.standard import *\n",
"from scipy.signal import decimate\n",
"import os\n",
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"WARNING: pylab import has clobbered these variables: ['normalize', 'array', 'zeros', 'ones', 'log']\n",
"`%pylab --no-import-all` prevents importing * from pylab and numpy\n"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib as mpl\n",
"mpl.rcParams['figure.figsize'] = (16,4)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loader = essentia.standard.MonoLoader(filename = './Music/iTunes/iTunes Media/Music/Ravi Shankar/Master Of Sitar/01 Raag Alahya Bilawal (Early Morning Raag).mp3')\n",
"audio = loader()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sampleRate = 44100\n",
"audioSnippet = audio[0*44100:60*44100]\n",
"sample_dur_secs = len(audioSnippet)/ float(sampleRate)\n",
"win_size=1024\n",
"hop = 512\n",
"window_start = arange(0, len(audioSnippet), hop)\n",
"w = Windowing(type = 'hann')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pitchconfs = []\n",
"f0= []\n",
"\n",
"spectrum = Spectrum()\n",
"pitchyin = PitchYinFFT()\n",
"\n",
"for frame in FrameGenerator(audioSnippet, frameSize = 1024, hopSize = 512):\n",
" pitch, pconfidence = pitchyin(spectrum(w(frame)))\n",
" f0.append(pitch)\n",
" pitchconfs.append(pconfidence)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(linspace(0, sample_dur_secs, len(f0)), f0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"[<matplotlib.lines.Line2D at 0x10701ab90>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA60AAAD9CAYAAABXw5G1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsfJ4RUsmah0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x102792750>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tonicICM = TonicIndianArtMusic()\n",
"tonic = tonicICM(audioSnippet)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tonic"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"214.2244873046875"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"beatTrack = BeatTrackerMultiFeature()\n",
"rhythmExtractor = RhythmExtractor2013()\n",
"\n",
"#for frame in FrameGenerator(audio[0: 10*44100], frameSize = 1024, hopSize = 512):\n",
"bpm, ticks, confidence, estimates, bpmintervals = rhythmExtractor(audioSnippet)\n",
"#ticks, tConfidence = beatTrack(audioSnippet)\n",
" #ticks.append(tick)\n",
" #tickConfs.append(tConfidence)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(linspace(0, sample_dur_secs, len(estimates)), estimates)\n",
"twinx()\n",
"plot(linspace(0, sample_dur_secs, len(bpmintervals)), bpmintervals, color = 'r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"[<matplotlib.lines.Line2D at 0x1060bdc10>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA7kAAAD9CAYAAAB5hrAnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXarqoMAaAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x109f8a410>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"confidence"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"0.22153286635875702"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(linspace(0, sample_dur_secs, len(audioSnippet)), audioSnippet)\n",
"#plot(linspace(0, sample_dur_secs, len(audioSnippet)), audioSnippet)\n",
"for tick in ticks:\n",
" axvline(tick, linewidth=1, color='r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD5CAYAAADBTKPkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMukAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10701aed0>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distanceBetweenTicks=[]\n",
"for i in ticks:\n",
" distance = abs(ticks[i] - ticks[i-1])\n",
" distanceBetweenTicks.append(distance)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(linspace(0, sample_dur_secs, len(audioSnippet)), audioSnippet)\n",
"#for tick in ticks:\n",
"# axvline(tick, linewidth=1, color='r')\n",
"plot(linspace(0, sample_dur_secs, len(distanceBetweenTicks)),distanceBetweenTicks, color = 'g')\n",
"axvline((argmax(distanceBetweenTicks[:]) / float(len(distanceBetweenTicks))) * sample_dur_secs, linewidth=3, color='k', alpha = 0.5)\n",
"#xlim(10,30)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"<matplotlib.lines.Line2D at 0x105ea1e90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD9CAYAAABa3eHyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x105ebc910>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onsetDetector = OnsetRate()\n",
"onsets, onsetRate = onsetDetector(audioSnippet)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(linspace(0, sample_dur_secs, len(audioSnippet)), audioSnippet, color = 'b')\n",
"#plot(linspace(0, sample_dur_secs, len(audioSnippet)), audioSnippet)\n",
"for onset in onsets:\n",
" axvline(onset, linewidth=1, color = 'g')\n",
"for tick in ticks:\n",
" axvline(tick, linewidth=1, color = 'r')\n",
"#xlim(40,60)\n",
"#ylim(1,-1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD5CAYAAADBTKPkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAA+M7/A+e1VYDkweCdAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1027993d0>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def onsetVStick(input_sig):\n",
" sampleRate = 44100\n",
" sample_dur_secs = len(input_sig)/ float(sampleRate)\n",
" beatTrack = BeatTrackerMultiFeature()\n",
" rhythmExtractor = RhythmExtractor2013()\n",
" onsetDetector = OnsetRate()\n",
"\n",
" bpm, ticks, confidence, estimates, bpmintervals = rhythmExtractor(input_sig)\n",
" onsets, onsetRate = onsetDetector(input_sig)\n",
"\n",
" plot(linspace(0, sample_dur_secs, len(input_sig)), input_sig, color = 'k')\n",
" for onset in onsets:\n",
" axvline(onset, linewidth=1, color='r', alpha = '0.7')\n",
" for tick in ticks:\n",
" axvline(tick, linewidth=1, color='w', alpha = '0.9')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rShankar = []\n",
"for root, dirs, files in os.walk('./Music/iTunes/iTunes Media/Music/Ravi Shankar/Master Of Sitar'):\n",
" for name in files:\n",
" loader = essentia.standard.MonoLoader(filename = os.path.join(root, name))\n",
" rShankar.append(loader())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#detected onsets vs detected ticks"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onsetVStick(rShankar[0][0: 30*sampleRate])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD9CAYAAABa3eHyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x107022310>"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onsetVStick(rShankar[1][30*sampleRate: 60*sampleRate])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD9CAYAAABa3eHyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x10b1d6bd0>"
]
}
],
"prompt_number": 84
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onsetVStick(rShankar[2][60*sampleRate: 90*sampleRate])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD9CAYAAABa3eHyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncihWAQAAAAAhh2IVAAAAABBy/gtLYQ8FMlTffgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x113556cd0>"
]
}
],
"prompt_number": 85
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onsetVStick(rShankar[3][90*sampleRate: 120*sampleRate])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD9CAYAAABa3eHyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x11354d290>"
]
}
],
"prompt_number": 86
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment