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musicinformationretrieval-com
Commit 312f83ee authored by Steve Tjoa's avatar Steve Tjoa
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pitch transcription, lsh

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notebooks/lsh_fingerprinting.ipynb
View file @ 312f83ee
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......
notebooks/pitch_transcription_answer.ipynb
View file @ 312f83ee
This diff is collapsed.
notebooks/pitch_transcription_exercise.ipynb
View file @ 312f83ee
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...@@ -29,23 +29,25 @@ ...@@ -29,23 +29,25 @@
"collapsed": false, "collapsed": false,
"input": [ "input": [
"import essentia.standard as ess\n", "import essentia.standard as ess\n",
"loader = ess.MonoLoader(filename='default.wav', sampleRate=44100)\n", "loader = ess.MonoLoader(filename='../test/test.wav', sampleRate=44100)\n",
"signal_in = loader()" "signal_in = loader()"
], ],
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"input": [ "input": [
"from IPython.display import Audio\n", "from IPython.display import Audio\n",
"Audio(data=signal_in, rate=44100)" "#Audio(data=signal_in, rate=44100)"
], ],
"language": "python", "language": "python",
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...@@ -55,6 +57,80 @@ ...@@ -55,6 +57,80 @@
"Find each note and its pitch." "Find each note and its pitch."
] ]
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"collapsed": false,
"input": [
"def get_onsets(signal_in):\n",
" onset_times, onset_rate = ess.OnsetRate()(signal_in)\n",
" return onset_times"
],
"language": "python",
"metadata": {},
"outputs": [],
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},
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"input": [
"yin = ess.PitchYinFFT()\n",
"spectrum = ess.Spectrum()\n",
"\n",
"def get_pitch(segment):\n",
" if len(segment) < 4096:\n",
" N = len(segment) if len(segment) % 2 == 0 else len(segment) - 1\n",
" else:\n",
" N = 4096\n",
" pitch, pitch_conf = yin(spectrum(segment[:N]))\n",
" return pitch"
],
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"prompt_number": 4
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{
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"input": [
"def generate_sine(pitch, n_duration):\n",
" #print midi, f0\n",
" n = arange(n_duration)\n",
" return 0.2*sin(2*pi*pitch*n/44100.0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
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"input": [
"def transcribe_pitch(signal_in):\n",
" \n",
" signal_out = zeros(len(signal_in))\n",
" \n",
" # get onsets\n",
" onsets = get_onsets(signal_in)\n",
" \n",
" # get pitches\n",
" for i in range(len(onsets)-1):\n",
" n0 = int(onsets[i]*44100)\n",
" n1 = int(onsets[i+1]*44100)\n",
" pitch = get_pitch(signal_in[n0:n1])\n",
" \n",
" signal_out[n0:n1] = generate_sine(pitch, n1-n0)\n",
" \n",
" return signal_out\n",
" "
],
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"outputs": [],
"prompt_number": 6
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"collapsed": true, "collapsed": true,
...@@ -63,7 +139,8 @@ ...@@ -63,7 +139,8 @@
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...@@ -77,11 +154,24 @@ ...@@ -77,11 +154,24 @@
"cell_type": "code", "cell_type": "code",
"collapsed": false, "collapsed": false,
"input": [ "input": [
"Audio(data=signal_out, rate=44100)" "import essentia\n",
"#Audio(data=signal_out, rate=44100)\n",
"signal_out = sum([signal_out, signal_in], axis=0)\n",
"ess.MonoWriter(filename='../test/out.wav')(essentia.array(signal_out))"
], ],
"language": "python", "language": "python",
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......
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