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@pfsq
Created April 5, 2014 17:15
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{
"metadata": {
"name": "",
"signature": "sha256:6f31a09a4ede768ed87d39c970fdf814c72d482282293dd162c5e1b4bf6073a6"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numba import cuda, jit\n",
"from PIL import Image\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit#('int32(float64, float64, int32)', device=True)\n",
"def julia(x, y, max_iters):\n",
" \"\"\"\n",
" Given the real and imaginary parts of a complex number\n",
" determine if it is a candidate for membership in the Mandelbrot\n",
" set given a fixed number of iterations\n",
" \"\"\"\n",
" c = complex(-0.4, -0.6)\n",
" z = complex(x, y)\n",
" for i in range(max_iters):\n",
" z = z * z + c\n",
" if z.real * z.real + z.imag * z.imag >= 4:\n",
" return i\n",
" return 255"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit\n",
"def create_fractal(min_x, max_x, min_y, max_y, image, iters):\n",
" height = image.shape[0]\n",
" width = image.shape[1]\n",
" pixel_size_x = (max_x - min_x) / width\n",
" pixel_size_y = (max_y - min_y) / height\n",
" for x in range(width):\n",
" real = min_x + x*pixel_size_x\n",
" for y in range(height):\n",
" imag = min_y + y * pixel_size_y\n",
" color = julia(real, imag, iters)\n",
" image[y, x] = color"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"image = np.zeros((1920, 1920), dtype=np.uint8)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"create_fractal(-0.5, 0.5, -0.5, 0.5, image, 256)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(image)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
"<matplotlib.image.AxesImage at 0x82dc588>"
]
},
{
"metadata": {},
"output_type": "display_data",
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BYyBeYsC019aoaSlQBrgywKspe8W7eR3lZf07s29E25ymAodmyWzs0Y3Wy/YJ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TQsGWlDP1vomnmR6nHLCDkzUaUFtzjR8cJ3LVuQEydLylAHrEghivlyCR6LEhhScdfbnXVMrk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\n4n988c1gqmsslwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xae5e748>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"I = Image.fromarray(image, mode='L')\n",
"I.save('juliaset.png')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"image.std()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
"54.006958644617562"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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