"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from maelzel.core import plotting\n",
"\n",
"v = chain.asVoice()\n",
"plotting.plotVoices([v.cropped(0.3, 2.3)], accidentalSize=20,accidentalColor=(0, 0, 0, 0.5))\n"
]
},
{
"cell_type": "markdown",
"id": "c3a01659-2b2e-4a98-9a0d-de698c0f0a1c",
"metadata": {},
"source": [
"Synthesizing the chords with a sine tone results in a quite understandable if 'lo-fi' rendition"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f0a376bd-2602-4f1f-8e51-2718d3403ff8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-11-28T13:17:10.644.wav\", 2 channels, 10.35 secs, 44100 Hz)
\n",
" 
\n",
" \n",
" "
],
"text/plain": [
"OfflineRenderer(sr=44100)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.rec(gain=0.2, instr='sin', fade=(0.05, 0.05), sustain=0.05, position=0.5)"
]
},
{
"cell_type": "markdown",
"id": "2457a0fe-2000-41c2-a42b-870f05315993",
"metadata": {},
"source": [
"The same sequence but rendered with a piano as instrument"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "14754502-ecc7-4579-af85-3ffe4e003750",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:17:00.291.wav\", 2 channels, 10.51 secs, 44100 Hz)
\n",
" 
\n",
" \n",
" "
],
"text/plain": [
"OfflineRenderer(sr=44100)"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.rec(gain=0.2, instr='piano', fade=(0.01, 0.1), sustain=0.2)"
]
},
{
"cell_type": "markdown",
"id": "f46e0406-a1ff-46b7-b181-00ae47d680ed",
"metadata": {},
"source": [
"A clearer result can be achieved by applying an inverse A-curve amplitude compensation. This makes the sound less saturated and more distinct"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "5bd4f16f-ecbf-45e2-b89f-757a6dad9031",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:34:14.942.wav\", 2 channels, 10.51 secs, 44100 Hz)
\n",
" 
\n",
" \n",
" "
],
"text/plain": [
"OfflineRenderer(sr=44100)"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acurve = ampcomp.AmpcompA()\n",
"items2 = [item.copy() for item in items]\n",
"for item in items2:\n",
" if isinstance(item, Chord):\n",
" for n in item.notes:\n",
" n.amp *= 1 - acurve.level(n.freq)\n",
" n.amp *= 2\n",
" \n",
"chainA = Chain(items2)\n",
"chainA.rec(gain=0.2, instr='piano', fade=(0.01, 0.1), sustain=0.2)"
]
},
{
"cell_type": "markdown",
"id": "c7c73d0c-228a-4f41-a04c-9839ba46f3d8",
"metadata": {},
"source": [
"To validate the analysis we can play the generated chords along the original soundfile"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "edebdbbc-f8e8-4b56-bf8a-809764c8f183",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:34:31.070.wav\", 2 channels, 10.81 secs, 44100 Hz)
\n",
" 
\n",
" \n",
" "
],
"text/plain": [
"OfflineRenderer(sr=44100)"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with render() as r:\n",
" chainA.play(gain=0.5, instr='piano', fade=(0.01, 0.1), sustain=0.2, position=0.75)\n",
" cl.play(position=0.25, gain=0.5, delay=0.05)\n",
"r"
]
},
{
"cell_type": "markdown",
"id": "a203ba3f-0914-46da-92df-e5860168d428",
"metadata": {},
"source": [
"### Chromatic version\n",
"\n",
"It is possible to make a version quantized to the nearest semitone. Notice when listening to the quantized version how the missing glissandi in the voice render the result much further away from the original"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "f4b330f4-f869-4e92-8eba-5dea544d11a4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Chain([Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, ‹2A 4Bb 5Db 5F 5G 0.0625♩›, ‹2Ab 4Bb 5F 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5G 5Bb 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5Ab 5Bb 0.0625♩›, …], dur=10.75)
\n",
"
"
],
"text/plain": [
"Chain([Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, ‹2A 4Bb 5Db 5F 5G 0.0625♩›, ‹2Ab 4Bb 5F 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5G 5Bb 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5Ab 5Bb 0.0625♩›, …])"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain2 = chain.quantizePitch(step=1)\n",
"chain2"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "9b6585e6-82dc-418a-bd34-77f986cdfdc3",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:34:51.088.wav\", 2 channels, 10.51 secs, 44100 Hz)
\n",
" 
\n",
" \n",
" "
],
"text/plain": [
"OfflineRenderer(sr=44100)"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain2.rec(gain=0.2, instr='piano', fade=(0.01, 0.1), sustain=0.2)"
]
},
{
"cell_type": "markdown",
"id": "7bc4824d-6b65-41ca-9224-02ee0f51c4d6",
"metadata": {},
"source": [
"It is also possible to modify the time resolution, to produce other kinds of pixelation. In this case reducing the analysis to 8 times per second makes the rendition hardly recognizable"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "fb8f0236-4aa5-411d-bdc3-5bf30b164cee",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"width": 685
}
},
"output_type": "display_data"
}
],
"source": [
"dt = 1/8\n",
"times = np.arange(0, cl.durSecs(), dt)\n",
"chords = [cl.chordAt(t, mindb=-55, dur=dt, maxcount=8, ampfactor=10, maxfreq=m2f(126), minfreq=40) or Rest(dt) for t in times]\n",
"chain3 = Chain(chords)\n",
"chain3 = chain3.quantizePitch(step=0.5)\n",
"chain3.show()"
]
},
{
"cell_type": "markdown",
"id": "2b9f6193-fc96-464a-99de-f50130853a06",
"metadata": {},
"source": [
"Just for the sake of variation we can try rendering using an accordion soundfont"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "480d8ae0-5623-4228-b1a5-f7bf30aa2696",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:37:05.643.wav\", 2 channels, 10.68 secs, 44100 Hz)
\n",
" 
\n",
" \n",
" "
],
"text/plain": [
"OfflineRenderer(sr=44100)"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain3.rec(gain=0.2, instr='accordion', fade=(0.01, 0.3), sustain=0.3)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
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