Python Drums.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = 44100  # sampling frequency, Hz This is the rate at which CDs are sampled.\n",
    "twopi = 2*numpy.pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "bpm = 140 # beats per minute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "quarternote = 60/bpm  # length of a quarter note in second (beat)\n",
    "halfnote = quarternote*2\n",
    "wholenote = halfnote*2\n",
    "eighthnote = quarternote/2\n",
    "sixteenthnote = eighthnote/2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sine sweeps from https://www.recordingblogs.com/wiki/sine-sweep\n",
    "\n",
    "Linear\n",
    "\n",
    "$$\\sin\\left[2\\pi \\left( f_0 t + \\frac{f_1 - f_0}{2T}t^2\\right)\\right]$$\n",
    "\n",
    "Exponential\n",
    "\n",
    "$$\\sin\\left[2\\pi f_0 T \\frac{(\\frac{f_1}{f_0})^{\\frac{t}{T}} - 1}{\\ln(\\frac{f_1}{f_0})} \\right]$$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.42857142857142855"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quarternote"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "startfreq = 500\n",
    "sub = 40\n",
    "endfreq = 60\n",
    "decay = 0.03\n",
    "length = quarternote/3\n",
    "\n",
    "ts = numpy.linspace(0, length, int(length*fs))\n",
    "alpha = numpy.linspace(0, 1, int(length*fs))\n",
    "\n",
    "freq = endfreq + (startfreq - endfreq)*numpy.exp(-ts/decay)\n",
    "# freq2 = startfreq*ts + (endfreq - startfreq)/(2*length)*ts**2\n",
    "#freq\n",
    "osc1 = numpy.sin(twopi*freq*ts)\n",
    "\n",
    "osc2 = (1 - numpy.exp(-ts/decay))*numpy.sin(twopi*sub*ts)\n",
    "\n",
    "layers = [\n",
    "    [0.9, osc1],\n",
    "    [0.2, osc2]\n",
    "]\n",
    "\n",
    "envelope = numpy.ones_like(alpha)\n",
    "envelope[-int(length*fs/3):] = numpy.linspace(1, 0, int(length/3*fs))\n",
    "\n",
    "\n",
    "boom = envelope*sum(mix*osc for mix, osc in layers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "P_a = 440"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "def note(n, a=49):\n",
    "    return P_a*(2**(1/12))**(n-a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "261.6255653005985"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "note(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = scipy.signal.square(ts*note(49))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "def square(freq):\n",
    "    return numpy.square"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a1f0c1d50>,\n",
       " <matplotlib.lines.Line2D at 0x1a1f637a50>]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ts, boom)\n",
    "plt.plot(ts, osc1, ts, osc2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(boom, rate=fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "omega = 500*twopi\n",
    "tau = 1/omega\n",
    "first_order_impulse = numpy.exp(-ts/tau)\n",
    "def filtersignal(signal):\n",
    "    return numpy.convolve(signal, first_order_impulse, 'same')/len(signal)*len(first_order_impulse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "def samples(time):\n",
    "    return int(time*fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "def addnote(measure, note, position):\n",
    "    measure[samples(position):samples(position)+len(note)] += note"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "quarternotes = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "measure = numpy.zeros(samples(quarternotes*quarternote + 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "sounds = {\n",
    "    'boom': boom,\n",
    "    'snare': numpy.random.randn(samples(quarternote/32))/30\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "patterns = {\n",
    "    'boom':  [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ],\n",
    "    'snare': [0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1 ],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "for instrument, pattern in patterns.items():\n",
    "    sound = sounds[instrument]\n",
    "    for beat in range(quarternotes):\n",
    "        if pattern[beat]:\n",
    "            addnote(measure, sound, beat*quarternote)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "measure = measure/max(measure)\n",
    "measure = measure[:samples(quarternotes*quarternote)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.io.wavfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "scipy.io.wavfile.write('beats.wav', rate=fs, data=measure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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