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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"[Peeters, 2005](http://recherche.ircam.fr/anasyn/peeters/ARTICLES/Peeters_2005_ISMIR_RhythmClassification.pdf)\n", | |
"[Prockup, 2015](http://music.ece.drexel.edu/files/Prockup2015a.pdf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"import librosa\n", | |
"import librosa.display\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"import scipy\n", | |
"import scipy.interpolate" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from IPython.display import Audio" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 119, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from matplotlib import rc, rcParams\n", | |
"rcParams['text.latex.preamble'] = [r'\\usepackage{harmony}', r'\\usepackage{stackengine}']\n", | |
"rc('text', usetex=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"def tempogram_ratio(tgram, sr=22050, hop_length=512, start_bpm=120.0, std_bpm=1):\n", | |
" \n", | |
" # each row of tempogram is a lag of hop_length / sr\n", | |
" times = 60 * (sr / 512.) / np.arange(0, len(tgram))\n", | |
" \n", | |
" # estimate per-frame tempo\n", | |
" window = np.exp(-0.5 * ((np.log2(times / start_bpm)) / std_bpm)**2)\n", | |
" window[0] = 0\n", | |
" \n", | |
" win_tg = tgram * window[:, np.newaxis]\n", | |
" \n", | |
" local_tempo = win_tg.argmax(axis=0)\n", | |
" \n", | |
" ref_strength = tgram[local_tempo, range(len(local_tempo))]\n", | |
" \n", | |
" # construct an interpolator on the y-axis\n", | |
" f = scipy.interpolate.RectBivariateSpline(np.arange(tgram.shape[0]),\n", | |
" np.arange(tgram.shape[1]),\n", | |
" tgram,\n", | |
" kx=2,\n", | |
" ky=1)\n", | |
" out = []\n", | |
"\n", | |
" for factor in [1./3 * 2./32, 4./32, 6./32, # 32nds\n", | |
" 1./3 * 2./16, 4./16, 6./16, # 16ths\n", | |
" 1./3 * 2./8, 4./8, 6./8, # 8ths\n", | |
" 1./3 * 2./4, 4./4, 6./4, # 4ths\n", | |
" 1./3 * 2./2, 4./2, 6./2, # 2nds\n", | |
" 1./3 * 2./1, 4./1, 6./1]: # 1sts\n", | |
" \n", | |
" out.append(f.ev(local_tempo / factor, np.arange(len(local_tempo))))\n", | |
" \n", | |
" # Only normalize if there's enough energy\n", | |
" ref_strength[ref_strength < 1e-2] = 1\n", | |
" \n", | |
" out = np.asarray(out) / ref_strength[np.newaxis, :]\n", | |
" \n", | |
" return np.maximum(out, 0.0) # correct for interpolation errors" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 103, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"#y, sr = librosa.load(librosa.util.example_audio_file())\n", | |
"y, sr = librosa.load('/media/bmcfee/31892bae-2481-425a-836f-5d503baa3bdb/salami-data-public/audio/636/audio.mp3')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 104, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Use a superflux onset\n", | |
"oenv = librosa.onset.onset_strength(y=y, sr=sr, max_size=5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 105, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"tempogram = librosa.feature.tempogram(onset_envelope=oenv, sr=sr)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 106, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# De-trend, clip, and renormalize\n", | |
"tgf = librosa.util.normalize(np.maximum(0.0, tempogram - scipy.ndimage.median_filter(tempogram, size=(9, 1))))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 107, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(12, 4))\n", | |
"plt.subplot(2,1,1)\n", | |
"librosa.display.specshow(tempogram[:160], y_axis='tempo', cmap='inferno')\n", | |
"plt.colorbar()\n", | |
"\n", | |
"plt.subplot(2,1,2)\n", | |
"librosa.display.specshow(tgf[:160], y_axis='tempo', cmap='inferno')\n", | |
"plt.colorbar()\n", | |
"\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 108, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/bmcfee/miniconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" after removing the cwd from sys.path.\n" | |
] | |
} | |
], | |
"source": [ | |
"tr = librosa.util.normalize(tempogram_ratio(tgf))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 109, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"fm = librosa.fmt(tgf, n_fmt=256, axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 110, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/bmcfee/git/librosa/librosa/core/spectrum.py:1008: UserWarning: amplitude_to_db was called on complex input so phase information will be discarded. To suppress this warning, call amplitude_to_db(np.abs(S)) instead.\n", | |
" warnings.warn('amplitude_to_db was called on complex input so phase '\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(12, 4))\n", | |
"plt.subplot(2,1,1)\n", | |
"librosa.display.specshow(tgf[:160], y_axis='tempo', cmap='magma')\n", | |
"plt.colorbar()\n", | |
"\n", | |
"plt.subplot(2,1,2)\n", | |
"librosa.display.specshow(librosa.amplitude_to_db(fm), cmap='magma', x_axis='time')\n", | |
"plt.ylabel('Scale transform')\n", | |
"plt.colorbar()\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 126, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"NOTE_MARKERS = [r'\\stackunder{\\Zwdr}{$3$}~~', r'\\Zwdr~~', r'\\Zwdr\\Pu~',\n", | |
" r'\\stackunder{\\Sech}{$3$}~~', r'\\Sech~~', r'\\Sech\\Pu~',\n", | |
" r'\\stackunder{\\Acht}{$3$}~~', r'\\Acht~~', r'\\Acht\\Pu~',\n", | |
" r'\\stackunder{\\Vier}{$3$}~~', r'\\Vier~~', r'\\Vier\\Pu~',\n", | |
" r'\\stackunder{\\Halb}{$3$}~~', r'\\Halb~~', r'\\Halb\\Pu~',\n", | |
" r'\\stackunder{\\Ganz}{$3$}~~', r'\\Ganz~~', r'\\Ganz\\Pu~']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 127, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(12, 6))\n", | |
"plt.subplot(2,1,1)\n", | |
"librosa.display.specshow(tgf[:96], cmap='inferno', y_axis='tempo')\n", | |
"plt.colorbar()\n", | |
"\n", | |
"plt.subplot(2,1,2)\n", | |
"librosa.display.specshow(tr, cmap='inferno', x_axis='time')\n", | |
"plt.colorbar()\n", | |
"\n", | |
"plt.yticks(np.arange(len(tr)), NOTE_MARKERS)\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 113, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <audio controls=\"controls\" >\n", |
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