OnsetDetectionarArticle.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn\n",
    "import numpy, scipy, matplotlib.pyplot as plt, sklearn\n",
    "import IPython.display as ipd\n",
    "import librosa, librosa.display\n",
    "import subprocess\n",
    "import sys\n",
    "import scipy\n",
    "from numpy.linalg import norm\n",
    "from sklearn.metrics.pairwise import pairwise_distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def approximate_pitches(pitches, magnitudes, sr, duration, hop_length, approximation):\n",
    "    for pitch_index, pitch_track in enumerate(pitches):\n",
    "        n = 0\n",
    "        for track_index, inst_pitch in enumerate(pitch_track):\n",
    "            factor = magnitudes[pitch_index,track_index]\n",
    "            approximation[n:n+hop_length] += factor*numpy.sin(2 * numpy.pi * inst_pitch * numpy.asarray(range(n,numpy.min([n+hop_length, duration*sr]))) / sr)\n",
    "            n += hop_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def extract_tempo(y, sr, hop_length):\n",
    "    oenv = librosa.onset.onset_strength(y=y, sr=sr, hop_length=hop_length)\n",
    "    tempogram = librosa.feature.tempogram(onset_envelope=oenv, sr=sr,hop_length=hop_length)\n",
    "    ac_global = librosa.autocorrelate(oenv, max_size=tempogram.shape[0])\n",
    "    ac_global = librosa.util.normalize(ac_global)\n",
    "    tempo = librosa.beat.tempo(onset_envelope=oenv, sr=sr, hop_length=hop_length)[0]\n",
    "    return tempo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(44100,)\n"
     ]
    },
    {
     "data": {
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wvHAYht86HA53h2H4F4dh+Eej7z9t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AAA4lARBQsMV4qtvMNypSuQjsnrvKL171ZqjKPIfVVje1JGShxPxVPOPBC3pIo8/kYjryJyRhQA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\njbe+PyR93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VVEPfa+D+p/5AOv/dQ8K9IQy9JdOzldRunKjT2oJXan+rrEPQyvp/TPz610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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ed4fc23da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pitches count: 2049\n",
      "filtered pitches count: 614\n"
     ]
    }
   ],
   "source": [
    "offset = 3\n",
    "duration = 2\n",
    "x, sr = librosa.load(r'C:\\Dev\\tools\\WavFiles\\Kool & The Gang - Get Down On It.wav', offset=offset, duration=duration)\n",
    "approximation = numpy.zeros(duration*sr)\n",
    "plt.figure(figsize=(20, 80))\n",
    "print(x.shape)\n",
    "#ipd.display(ipd.Audio(x, rate=sr))\n",
    "#scipy.io.wavfile.write(r'C:\\Dev\\tools\\WavFiles\\Kool & The Gang - Get Down On It - processed.wav', sr, x)\n",
    "hop_length = 128\n",
    "n_fft = 4096\n",
    "#D = librosa.stft(x, n_fft=n_fft, hop_length=hop_length)\n",
    "#plt.subplot(3,1,1)\n",
    "#librosa.display.specshow(librosa.amplitude_to_db(librosa.magphase(D)[0], ref=numpy.max), y_axis='log', x_axis='time')\n",
    "pitches, magnitudes = librosa.core.piptrack(x, n_fft=n_fft, hop_length=hop_length, threshold=0.01)\n",
    "#plt.subplot(3,1,2)\n",
    "librosa.display.specshow(pitches,y_axis='linear', x_axis='time')\n",
    "plt.pause(0.1)\n",
    "#print(pitches.shape)\n",
    "#plt.subplot(3,1,3)\n",
    "#librosa.display.specshow(magnitudes[100:110],y_axis='log', x_axis='time')\n",
    "print(\"pitches count: {0}\".format(pitches.shape[0]))\n",
    "relevant_pitches_indices = [pitch_index for pitch_index in range(0,pitches.shape[0]) if numpy.average(pitches[pitch_index]) > 0]\n",
    "\n",
    "print(\"filtered pitches count: {0}\".format(len(relevant_pitches_indices)))\n",
    "tempo = extract_tempo(x, sr, hop_length)\n",
    "approximate_pitches(\n",
    "    pitches[relevant_pitches_indices],\n",
    "    magnitudes[relevant_pitches_indices]/numpy.amax(magnitudes[relevant_pitches_indices]),\n",
    "    sr, \n",
    "    duration, \n",
    "    hop_length, \n",
    "    approximation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" 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       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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NHftyzcvLufSvi3lj2TchiUcI4Z8ZNfY8YJFSag2wDJittf7YhPOKCBDMqMYt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\nxC6EEDbz/8pb0aZOaEgoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ed4fe978d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,1,1)\n",
    "plt.plot(x)\n",
    "ipd.display(ipd.Audio(x, rate=sr))\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(approximation)\n",
    "ipd.display(ipd.Audio(approximation, rate=sr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.plot(magnitudes[100,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def dtw_metric(x, y):\n",
    "    x = x.reshape(-1,1)\n",
    "    y = y.reshape(-1,1)\n",
    "    dist, cost, acc, path = fastdtw(x, y, dist = lambda x, y: norm(x - y, ord=1))\n",
    "    return dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "m = pairwise_distances(magnitudes, metric=dtw_metric)\n",
    "#agg = sklearn.cluster.AgglomerativeClustering(n_clusters=4, affinity='precomputed',linkage='average')\n",
    "#result = agg.fit_predict(distance_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "print(magnitudes[100:110].shape)\n",
    "for i in range(0,m.shape[0]):\n",
    "    plt.subplot(10,1,i+1)\n",
    "    plt.plot(magnitudes[100+i,:])\n",
    "for i in range(0,m.shape[0]):\n",
    "    print(i+1, end=\" |\")\n",
    "    for j in range(0,m.shape[1]):\n",
    "        print(\"%.2f\" % m[i,j], end=\" \")\n",
    "    print(\"|\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "onsets = numpy.asarray([0.215,0.495,0.805])\n",
    "clicks = librosa.clicks(times=onsets, sr=sr, length=len(x))\n",
    "#ipd.display(ipd.Audio(x+clicks, rate=sr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x_harmonic = librosa.effects.harmonic(x, margin=3.0)\n",
    "#ipd.display(ipd.Audio(x_harmonic, rate=sr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "hop_length = 256\n",
    "n_fft = 4096\n",
    "X = librosa.stft(x, n_fft=n_fft, hop_length=hop_length)\n",
    "S, p = librosa.magphase(X)\n",
    "print(S.shape)\n",
    "#librosa.display.specshow(S, y_axis='log', x_axis='time')\n",
    "S_diff = numpy.diff(S)\n",
    "#librosa.display.specshow(S_diff, x_axis='time')\n",
    "count = 10\n",
    "bins = int(S_diff.shape[0]/count)\n",
    "print(bins)\n",
    "i=200\n",
    "plt.plot(S_diff[i:i+20,:].max(axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "print(x.shape,S.shape)\n",
    "centroids_arr = centroids[0,:]\n",
    "onsets_frames = (onsets*sr/hop_length).astype(int)\n",
    "centroids_x = [centroids_arr[t] for t in onsets_frames]\n",
    "centroids_t = []\n",
    "plt.hist(centroids_x)\n",
    "for t_ind in range(0,len(centroids_arr)):\n",
    "    if t_ind in onsets_frames and centroids_arr[t_ind] > 1500 and centroids_arr[t_ind] < 2000:\n",
    "        centroids_t.append(t_ind)\n",
    "print(len(centroids_t)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x_empty = numpy.zeros(x.shape[0])\n",
    "for onset in centroids_t:\n",
    "    x_empty[int(onset*512):int(onset*512)+int(0.1*sr)] += x[int(onset*512):int(onset*512)+int(0.1*sr)]\n",
    "#ipd.display(ipd.Audio(x_empty, rate=sr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#clicks = librosa.clicks(times=onsets, sr=sr, length=len(x))\n",
    "#plt.plot(clicks)\n",
    "for onset in onsets:\n",
    "    x_empty[int(onset*sr):int(onset*sr)+int(0.1*sr)] += x[int(onset*sr):int(onset*sr)+int(0.1*sr)]\n",
    "#ipd.display(ipd.Audio(x, rate=sr))\n",
    "#ipd.display(ipd.Audio(x_empty, rate=sr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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