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Monophonic pitch detection with the Harmonic Product Spectrum (HPS) algorithm.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Monophonic pitch detection with the Harmonic Product Spectrum (HPS) algorithm\n",
"\n",
"## Introduction\n",
"For musical signals the spectrum consists of a series of peaks corresponding to a fundamental frequency with harmonic components, called _partials_, positioned at integer multiples of the fundamental. Thus, by downsampling a spectrum several times the strongest harmonic peaks should line up. \n",
"\n",
"For example, by downsampling a spectrum by a factor of two, the second peak in the resulting spectrum will line up with the fundamental. Likewise, the third peak in a spectrum compressed by a factor of three will line up with the fundamental, and so on. Therefore, if the spectra are multiplied per bin, each product will be small for all frequencies except at the position that corresponds to the fundamental frequency. This downsampling technique could therefore be used to estimate pitch in monophonic musical signals, and this is the key idea of HPS.\n",
"\n",
"## Beware\n",
"Two caveats are that we're relying on instruments to have harmonic spectrums. This is not always the case. For example, inharmonicity caused by string tension means some instruments have displaced partials over a slightly stretched harmonic series. Piano particularly so, due to very high string tension. Similarly, the human voice doesn't follow a particular harmonic series, but rather has formants that cause us to perceive different vowels. Additionally, certain instruments have vastly different magnitudes at specific partial intervals, such as the clarinet or saxophone, which is what makes up their particular acoustic sound, or _timbre_. \n",
"\n",
"Thus, for HPS to work, we're relying on all partial's magnitudes to be non-zero, because otherwise the product turns very small and the resulting peak might not be clearly spotted. So as a monophonic pitch detection method, HPS should work well for violins and worse for vocals and piano, for which we'd might want to look to autocorrelation instead."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2016-11-11T08:40:17.040046",
"start_time": "2016-11-11T08:40:16.343815"
},
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy as sp\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import librosa as lr\n",
"from librosa.display import waveplot, specshow\n",
"from pysndfx import AudioEffectsChain\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2016-11-11T08:40:25.457371",
"start_time": "2016-11-11T08:40:25.436477"
},
"collapsed": false
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"outputs": [],
"source": [
"# Load audio with LibROSA.\n",
"y, sr = lr.load('violin.wav', None)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2016-11-11T08:40:44.010398",
"start_time": "2016-11-11T08:40:43.948181"
},
"collapsed": false,
"scrolled": false
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"source": [
"def pitch_hps(audio_samples,\n",
" sample_rate=sr,\n",
" window_length=4096,\n",
" hop_length=1024,\n",
" window=np.hanning,\n",
" partials=5,\n",
" plot=False):\n",
" \"\"\"Estimate the pitch contour in a monophonic audio signal.\"\"\"\n",
"\n",
" f0s = []\n",
" frequencies = np.fft.rfftfreq(window_length, 1 / sample_rate)\n",
" window = window(window_length)\n",
" pad = lambda a: np.pad(a, \n",
" (0, window_length - len(a)),\n",
" mode='constant',\n",
" constant_values=0)\n",
" \n",
" # Low cut filter audio at 50 Hz.\n",
" audio_samples = AudioEffectsChain().highpass(50)(audio_samples)\n",
"\n",
" # Go through audio frame-by-frame.\n",
" for i in range(0, len(audio_samples), hop_length):\n",
"\n",
" # Fourier transform audio frame.\n",
"\n",
" frame = window * pad(audio_samples[i:window_length + i])\n",
" spectrum = np.fft.rfft(frame)\n",
"\n",
" # Downsample spectrum.\n",
" spectra = []\n",
" for n in range(1, partials + 1):\n",
" s = sp.signal.resample(spectrum, len(spectrum) // n)\n",
" spectra.append(s)\n",
"\n",
" # Truncate to most downsampled spectrum.\n",
" l = min(len(s) for s in spectra)\n",
" a = np.zeros((len(spectra), l), dtype=spectrum.dtype)\n",
" for i, s in enumerate(spectra):\n",
" a[i] += s[:l]\n",
"\n",
" # Multiply spectra per frequency bin.\n",
" hps = np.product(np.abs(a), axis=0)\n",
"\n",
" # TODO Blur spectrum to remove noise and high-frequency content.\n",
" #kernel = sp.signal.gaussian(9, 1)\n",
" #hps = sp.signal.fftconvolve(hps, kernel, mode='same')\n",
"\n",
" # TODO Detect peaks with a continuous wavelet transform for polyphonic signals.\n",
" #peaks = sp.signal.find_peaks_cwt(np.abs(hps), np.arange(1, 3))\n",
"\n",
" # Pick largest peak, it's likely f0.\n",
" peak = np.argmax(hps)\n",
" f0 = frequencies[peak]\n",
" f0s.append(f0)\n",
"\n",
" if plot:\n",
"\n",
" # Plot partial magnitudes individually.\n",
" for s, ax in zip(spectra,\n",
" plt.subplots(len(spectra), sharex=True)[1]):\n",
" ax.plot(np.abs(s))\n",
" plt.suptitle('Partials')\n",
" plt.show()\n",
"\n",
" # Plot combined spectra.\n",
" plt.imshow(np.log(np.abs(a)), aspect='auto')\n",
" plt.title('Spectra')\n",
" plt.colorbar()\n",
" plt.show()\n",
"\n",
" # Plot HPS peak.\n",
" plt.plot(np.arange(len(hps)), np.abs(hps))\n",
" plt.scatter(peak, np.abs(hps[peak]), color='r')\n",
" plt.title('HPS peak')\n",
" plt.show()\n",
" return\n",
"\n",
" f0s = np.array(f0s)\n",
"\n",
" # Median filter out noise.\n",
" f0s = sp.signal.medfilt(f0s, [21])\n",
"\n",
" return f0s"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2016-11-11T08:40:35.639087",
"start_time": "2016-11-11T08:40:34.572474"
},
"collapsed": false
},
"outputs": [
{
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P2iabhHItLeE7LFqU2Qfhh2358nBO/BzeeScztsU980PpHq7T1BSutdlmofz8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\n4ziO4zglwx0Nx3Ecx3FKxv8BOEhsPt2L33QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f35aa82d2e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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m38SQJbNdH9DVBnVVhhxUCTqCaA68OrUoa1EtUdY0JmtK9HYLwB1DFs+Q4+Ra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\n0F42dzwHDIPNjdpmRm9+qa3DzYOPMDhRWl42Ou1loLEEKx9QAuPpZhOx4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sZUVTc36Joq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\nsxL4H5rHyZ4J3XsqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f35aa1dfe10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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eBdbSvg829eGQJVpB9Y93ff21MQ/yLEJEfB74E+DtmflwY9ULDyod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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f35aa2dbda0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pitch_hps(y, plot=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2016-11-11T08:40:53.113527",
"start_time": "2016-11-11T08:40:46.532609"
},
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6.54 s, sys: 16 ms, total: 6.56 s\n",
"Wall time: 6.58 s\n"
]
}
],
"source": [
"%%time\n",
"f0s = pitch_hps(y)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2016-11-11T08:40:55.968653",
"start_time": "2016-11-11T08:40:55.179955"
},
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MgZ7cHx5hnByM7ef2Xnzqvf8XL2W4ATO0fCZGybYwldrVS/hpYezQd2J6XpO9dLyPBctK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\nggwADQgyADQgyADQgCADQAMX9aO2I6zBfIkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f35aa074c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"specshow(lr.logamplitude(np.abs(lr.cqt(y, hop_length=1024, sr=sr))**2))\n",
"notes = lr.hz_to_midi(f0s + np.finfo(float).eps).round()\n",
"plt.step(np.arange(len(f0s)), \n",
" notes - lr.note_to_midi('C1'), \n",
" marker='|',\n",
" label='Melody')\n",
"plt.title('CQT spectrogram with melody overlay')\n",
"plt.legend();"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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