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@mamrehn
Last active July 7, 2021 08:09
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Python Mandelbrot Set
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import numpy as np\n",
"import matplotlib.pylab as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def close_to_z(c: complex, max_tries: int = 64, max_dist: float = 4.0):\n",
" z = complex(0, 0)\n",
" for i in range(max_tries):\n",
" z = z ** 2 + c\n",
" if abs(z) > max_dist:\n",
" break\n",
" return i"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def mandelbrot_set(h_min: int = -1, h_max: int = 1,\n",
" w_min: int = -2, w_max: int = 1, factor: int = 500):\n",
" img = np.empty((factor * (h_max - h_min),\n",
" factor * (w_max - w_min)), dtype=np.uint16)\n",
" for h in range(img.shape[0]):\n",
" for w in range(img.shape[1]):\n",
" re = w / factor + w_min\n",
" im = h / factor + h_min\n",
" img[h, w] = close_to_z(complex(re, im))\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Computed in 4.56 seconds\n"
]
}
],
"source": [
"t = time.perf_counter()\n",
"mbs = mandelbrot_set()\n",
"t = time.perf_counter() - t\n",
"\n",
"plt.figure(figsize=(15, 10))\n",
"plt.imshow(-mbs, cmap='magma')\n",
"plt.xticks(np.linspace(0, mbs.shape[1], 4), np.linspace(-2, 1, 4))\n",
"plt.yticks(np.linspace(0, mbs.shape[0], 3), np.linspace(-1, 1, 3))\n",
"plt.show()\n",
"print(f'Computed in {t:0.2f} seconds')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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