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@dcalacci
Created November 6, 2014 14:59
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updated fingerprinting
{
"metadata": {
"name": "",
"signature": "sha256:5ccb6971209a6562e33142efd57b6cdeee622d8d9c4351d28d716db8f872d09e"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"from scipy.io import wavfile\n",
"import matplotlib.mlab as mlab\n",
"import matplotlib.pyplot as plt\n",
"from scipy.ndimage.morphology import generate_binary_structure, iterate_structure, binary_erosion\n",
"import hashlib"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 74
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Audio Fingerprinting\n",
"\n",
"The goal here is to be able to take a sample audio file and create a set of fingerprints that define that file. To that end, we're going to do the following:\n",
"\n",
"- create a spectrogram of the file\n",
"- find the 'peaks' in the audio\n",
"- filter out low peaks\n",
"- create pairs of peaks separated by some time delta\n",
"- hash those pairs with the time delta information\n",
"\n",
"those hashes are our fingerprints."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"samplerate, channels = wavfile.read('../data/Sor1929.wav')\n",
"mono = np.mean(channels, axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# constants\n",
"WINDOW_SIZE = 4096 # granularity of chunks\n",
"SAMPLE_RATE = 44100 # by nyquist or whatever\n",
"OVERLAP_RATIO = 0.5 # amount our chunks can overlap"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"res = plt.specgram(mono, \n",
" NFFT=WINDOW_SIZE, \n",
" Fs=SAMPLE_RATE, \n",
" window=mlab.window_hanning,\n",
" noverlap = int(WINDOW_SIZE * OVERLAP_RATIO))[0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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tlMQjNInM6+v+vlM+PzURcFMugFxpc4QP/yzhIrvknx0l0EcTPu4eZrILviym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mi2Nu8gxz+eFr5NTzPv9p8sdEhsVT/RZPuMuEEgfsUqfPCo+xiSgzYWZ5BDUbPc+QUlAQM0wS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\n",
"text": [
"<matplotlib.figure.Figure at 0x1074c69d0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# log it!\n",
"res = 10 * np.log10(res)\n",
"\n",
"# np.inf is terrible, replace with zeros.\n",
"res[res == -np.inf] = 0"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def heatmap(m):\n",
" plt.pcolor(m)\n",
" plt.colorbar()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"heatmap(res)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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yD7MoacGY95/Os+1vl8z7hDQXbeITxxeqR2ZsItLS3bx1LbFJK75ZI0L53Enp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5KkvnzP+bYOHvjbmq6EZRNOwbxFhvxlXsMRaEBYeNOmpc7i4cFLASB2WYZsyB0H2boTS52TBe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\n",
"text": [
"<matplotlib.figure.Figure at 0x10cfd71d0>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Peak Detection\n",
"Okay, so what we want is to detect all the peaks in the spectrogram.\n",
"\n",
"How do we do this?\n",
"\n",
"First, we can define a neighborhood around a particular point, and define some point as a _peak_ if it's greater than all the points in its neighborhood.\n",
"\n",
"How do we define a neighborhood? Make a numpy filter using [`generate_binary_structure`](http://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.morphology.generate_binary_structure.html#scipy.ndimage.morphology.generate_binary_structure):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.ndimage.morphology import generate_binary_structure, iterate_structure\n",
"\n",
"s = generate_binary_structure(2, 1)\n",
"s"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"array([[False, True, False],\n",
" [ True, True, True],\n",
" [False, True, False]], dtype=bool)"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can extend this filter by using [`iterate_structure`](http://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.morphology.iterate_structure.html#scipy.ndimage.morphology.iterate_structure):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"neighborhood = iterate_structure(s, 5).astype(int)\n",
"neighborhood"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"array([[0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0],\n",
" [0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0],\n",
" [0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0],\n",
" [0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0],\n",
" [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0],\n",
" [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],\n",
" [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0],\n",
" [0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0],\n",
" [0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0],\n",
" [0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0],\n",
" [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0]])"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# make it a little bigger\n",
"neighborhood = iterate_structure(s, 20).astype(int)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, great. How do we apply this to our spectrogram?\n",
"\n",
"We can use a [maximum filter](http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.ndimage.filters.maximum_filter.html), which will re-define each point in our matrix to be the maximum in it's neighborhood:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.ndimage.filters import maximum_filter\n",
"local_max = maximum_filter(res, footprint=neighborhood)\n",
"local_max"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"array([[ 47.70849849, 47.70849849, 47.70849849, ..., 53.78828931,\n",
" 53.78828931, 53.78828931],\n",
" [ 47.70849849, 47.70849849, 47.70849849, ..., 53.78828931,\n",
" 53.78828931, 53.78828931],\n",
" [ 51.62175634, 47.70849849, 47.70849849, ..., 53.78828931,\n",
" 53.78828931, 53.78828931],\n",
" ..., \n",
" [-47.48694411, -47.48694411, -47.48694411, ..., -46.33640966,\n",
" -46.33640966, -46.33640966],\n",
" [-47.48694411, -47.48694411, -47.48694411, ..., -46.33640966,\n",
" -46.33640966, -46.33640966],\n",
" [-47.48694411, -47.48694411, -47.48694411, ..., -46.33640966,\n",
" -46.33640966, -46.33640966]])"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we can check where the `local_max` (maximum in the neighborhood) is equal to our original values.\n",
"\n",
"The points for which this is true are our peaks:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"peaks = local_max==res\n",
"peaks"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"array([[False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" ..., \n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False]], dtype=bool)"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So now, we can get the actual maximum points.\n",
"\n",
"One thing we should do is kind of \"filter out\" the background noise around the peaks - we want to only pull the peaks, not any of the other data. \n",
"\n",
"Apparently, we need to do a [binary erosion](http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.ndimage.morphology.binary_erosion.html) of the background, shrinking it a little, in order to get the actual peaks and not a bunch of space around the peaks as well, so we do that:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"background = (res == 0)\n",
"eroded_background = binary_erosion(background, structure=neighborhood,\n",
" border_value=1)\n",
"actual_peaks = peaks - eroded_background\n",
"actual_peaks"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"array([[False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" ..., \n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False]], dtype=bool)"
]
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Great! Now we have all the peaks from this spectrogram.\n",
"\n",
"Maybe we can plot it?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(111)\n",
"\n",
"y, x = actual_peaks.astype(int).nonzero()\n",
"ax1.pcolor(res)\n",
"#cax = ax1.imshow(res, interpolation='nearest', cmap=cm.coolwarm)\n",
"#fig.colorbar(cax)\n",
"ax1.scatter(x, y, c= 'blue')\n",
"\n",
"#plt.pcolor(res)\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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GmWmGiZEgmW0ZQRhnAlNjuD6AjRYMdYHVLmQ9bIMskan2XNDGbUKmdQuKWbii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cxKc+yEGK/vnsjs3g90GE5fZBzT0R0tfZyC/4km1hWiUnPaBEcmfcmWruiywADph2wO+HFQGfwr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\n",
"text": [
"<matplotlib.figure.Figure at 0x15e5e5ed0>"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"peaks_filtered = [x for x in peaks if x[2] > amp_min] # freq, time, amp"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I think it's weird that we're seeing a bunch of peaks in the low blue areas, but maybe that's just because of the file? \n",
"\n",
"Maybe we should remove peaks that are below some threshold:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# threshold for amplitudes\n",
"AMPLITUDE_THRESHOLD = 20\n",
"\n",
"# get amplitudes of peaks\n",
"amplitudes = res[actual_peaks].flatten()\n",
"\n",
"# x & y of peaks\n",
"y, x = actual_peaks.astype(int).nonzero()\n",
"\n",
"# tuple up the frequency/time stuff:\n",
"all_peaks = zip(x, y, amplitudes)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"now, we've got a list of tupes of all the peaks, where:\n",
"- `t[0]` = the time (remember, we made a spectrogram? time bins.)\n",
"- `t[1]` = the frequency\n",
"- `t[2]` = the amplitude \n",
"\n",
"(time, frequency, amplitude)\n",
"\n",
"here's the last 5 peaks, by amplitude:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_peaks[-5:]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 43,
"text": [
"[(201, 2041, -46.336409661576212),\n",
" (120, 2042, -46.963677847479246),\n",
" (1, 2043, -47.486944106157551),\n",
" (147, 2044, -45.355392898475841),\n",
" (173, 2047, -47.413819600093831)]"
]
}
],
"prompt_number": 43
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So now we can filter them:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# filter the peaks\n",
"filtered_peaks = [p for p in all_peaks if p[2] > AMPLITUDE_THRESHOLD]\n",
"filtered_peaks[-5:]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 42,
"text": [
"[(196, 763, 26.803332308264206),\n",
" (0, 779, 21.460365502635383),\n",
" (156, 786, 22.355241916207387),\n",
" (210, 829, 21.9251353126052),\n",
" (147, 858, 23.023283655961642)]"
]
}
],
"prompt_number": 42
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we can create the fingerprint from the times/frequencies (tossing the amplitudes):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fingerprint = ([p[0] for p in filtered_peaks], \n",
" [p[1] for p in filtered_peaks])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(111)\n",
"\n",
"x, y = fingerprint[0], fingerprint[1]\n",
"ax1.pcolor(res)\n",
"#cax = ax1.imshow(res, interpolation='nearest', cmap=cm.coolwarm)\n",
"#fig.colorbar(cax)\n",
"ax1.scatter(x, y, c= 'blue')\n",
"\n",
"#plt.pcolor(res)\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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v+H03eHBAjRD4o4SyIoa9F2PGUz6P92LW1HuwNaa13cB8HPOVEMJ1iuU0KoTw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ldiREi5aS8pYXgGJLckFS9bApPosKXxGEvYyHRGU0vqZ70EhoohMiz/ELfyNHP9a0iP6+BA1Rj+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\nB5wycHBwcHAA/j9UKozTb7BD3wAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x12d4a8990>"
]
}
],
"prompt_number": 50
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking pretty good to me!\n",
"\n",
"How many peaks do we have for this file?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"len(fingerprint[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 51,
"text": [
"194"
]
}
],
"prompt_number": 51
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fingerprinting\n",
"194 is a good feature reduction from thousasnds of samples, I think :).\n",
"\n",
"Next step: how do we use these peaks to find matches?\n",
"\n",
"Well, really, a song can be thought of a series of pairs of peaks, separated by a time value.\n",
"\n",
"We can fingerprint a song by creating a series of hashed (peak_freq_1, peak_freq_2, time_delta) tuples.\n",
"\n",
"Then, when we look for matches for a given song B, we can:\n",
" 1. fingerprint song B, collecting a series of N hashed (peak_freq_1, peak_freq_2, time_delta) tuples (let's call them t_i).\n",
" 2. for each t_i in N for song B, check if we have a hash collision from our stored files.\n",
" 3. Check which song file has the most hash collisions (maybe set a threshold?). If the number of collisions for some file is above our threshold, return that song as a match.\n",
" \n",
"First, we need to define how many pairs of peaks are created for each individual peak. Let's use N/10 to start:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fingerprint_pairs = 19"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 65
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also need to define a time range - we don't want one peak to be paired with another if they're too far apart in time. maybe 100 is good?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fingerprint_time_delta = 10"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sorted_peaks = sorted(filtered_peaks, key=lambda p: p[0])\n",
"\n",
"\n",
"fingerprints = []\n",
"for i, peak in enumerate(sorted_peaks):\n",
" # get all peaks within `fingerprint_pairs` of the current peak\n",
" potential_pairs = sorted_peaks[i+1:i+fingerprint_pairs]\n",
" # get rid of the ones that are too far away in time\n",
" potential_pairs = [p for p in potential_pairs if p[0] - peak[0] < fingerprint_time_delta]\n",
" # create the (f1, f2, time_delta) tuples\n",
" prints = [(peak[1], p[1], (p[0] - peak[0])) for p in potential_pairs]\n",
" fingerprints.extend(prints) "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 71
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, how many fingerprints is that?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"len(fingerprints)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 68,
"text": [
"1740"
]
}
],
"prompt_number": 68
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Still not bad. These are gonna be hashes, remember, and this is the whole song.\n",
"\n",
"Let's just check what they look like:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fingerprints[:10]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 73,
"text": [
"[(115, 137, 0),\n",
" (115, 183, 0),\n",
" (115, 252, 0),\n",
" (115, 275, 0),\n",
" (115, 321, 0),\n",
" (115, 390, 0),\n",
" (115, 458, 0),\n",
" (115, 481, 0),\n",
" (115, 505, 0),\n",
" (115, 550, 0)]"
]
}
],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, great. Now we just have to hash them....\n",
"\n",
"MD5?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hashes = []\n",
"for fprint in fingerprints:\n",
" h = hashlib.md5('{0}|{1}|{2}'.format(fprint[0], fprint[1], fprint[2]))\n",
" hashes.append(h.hexdigest())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 81
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, what do they look like?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hashes[:5]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 83,
"text": [
"['d525254e088e88327c2598b2a0037f84',\n",
" 'd324142f471966af15f16ac8a6c0aa73',\n",
" '7e94cac1b350c9a6fa3c99169efd8aac',\n",
" '59ecdbfc8d113ea2203601f213fb0414',\n",
" 'b830f81888f436bab78b35f4603b530e']"
]
}
],
"prompt_number": 83
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cool! Now, there's just the question of how we're going to do efficient searches of these hashes and stuff. \n",
"\n",
"Can we use a database? Is that cheating? not sure..."
]
}
],
"metadata": {}
}
]
}
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