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Mandelbrot optimization
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Initializer" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np \n", | |
| "import time\n", | |
| "from numba import jit, prange, guvectorize, uint32, int32, float32, float64, complex64, complex128, cffi_support\n", | |
| "import numba\n", | |
| "%matplotlib inline\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from matplotlib import colors\n", | |
| "%reload_ext line_profiler\n", | |
| "%reload_ext memory_profiler" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Show image" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def mandelbrot_image(xmin,xmax,ymin,ymax,width=10,height=10,maxiter=256,\n", | |
| " cmap='hot',gamma=0.3, grid=False):\n", | |
| " dpi = 72\n", | |
| " img_width = dpi * width\n", | |
| " img_height = dpi * height\n", | |
| " start_time = time.perf_counter()\n", | |
| " x,y,z = mandelbrot_set(xmin,xmax,ymin,ymax,img_width,img_height,maxiter)\n", | |
| " end_time = time.perf_counter()\n", | |
| " print(\"Processing time: {:.4g}sec\".format(end_time-start_time))\n", | |
| " \n", | |
| " fig, ax = plt.subplots(figsize=(width, height),dpi=72)\n", | |
| " ticks = np.arange(0,img_width+1,2*dpi)\n", | |
| " x_ticks = xmin + (xmax-xmin)*ticks/img_width\n", | |
| "# ax.set_xticks(ticks)\n", | |
| " ax.set_xticks(x_ticks)\n", | |
| "# ax.set_xticklabels(x_ticks)\n", | |
| " y_ticks = ymin + (ymax-ymin)*ticks/img_width\n", | |
| "# ax.set_yticks(ticks)\n", | |
| " ax.set_yticks(y_ticks)\n", | |
| "# ax.set_yticklabels(y_ticks)\n", | |
| " ax.minorticks_on()\n", | |
| " ax.grid(grid, which='major')\n", | |
| " ax.grid(grid, which='minor', lw=.2)\n", | |
| " \n", | |
| " norm = colors.PowerNorm(gamma)\n", | |
| " ax.imshow(z.T,cmap=cmap,norm=norm, extent=(xmin,xmax,ymin,ymax), origin='lower')\n", | |
| "# save_image(fig)\n", | |
| " return fig, ax" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Numba" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "C:\\Miniconda3\\lib\\site-packages\\numba\\decorators.py:150: RuntimeWarning: Caching is not available when the 'parallel' target is in use. Caching is now being disabled to allow execution to continue.\n", | |
| " warnings.warn(msg, RuntimeWarning)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "@jit(float64(complex128, int32, float64, float64), cache=True, nopython=True, parallel=True, nogil=True)\n", | |
| "def mandelbrot(z, maxiter, horizon, log_horizon):\n", | |
| " c = z\n", | |
| " for n in prange(maxiter):\n", | |
| " az = abs(z)\n", | |
| " if az > horizon:\n", | |
| " tmp = np.log2(np.log(az))\n", | |
| " return n - tmp + log_horizon\n", | |
| " z = z*z + c\n", | |
| " return 0" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "@guvectorize([(complex128[:], int32, float64, float64, float64[:])], '(n),(),(),()->(n)',target='parallel')\n", | |
| "def mandelbrot_numpy(c, maxiter, horizon, log_horizon, output):\n", | |
| " for i in range(c.shape[0]):\n", | |
| " output[i] = mandelbrot(c[i],maxiter, horizon, log_horizon)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def mandelbrot_set(xmin,xmax,ymin,ymax,width,height,maxiter):\n", | |
| " horizon = 2.0 ** 40\n", | |
| " log_horizon = np.log(np.log(horizon))/np.log(2)\n", | |
| " r1 = np.linspace(xmin, xmax, width, dtype=np.float)\n", | |
| " r2 = np.linspace(ymin, ymax, height, dtype=np.float64)\n", | |
| " c = r1 + r2[:,None]*1j\n", | |
| "# c = np.ravel(c)\n", | |
| " n3 = mandelbrot_numpy(c,maxiter,horizon,log_horizon)\n", | |
| "# n3 = n3.reshape((width,height))\n", | |
| "\n", | |
| "# n3 = np.empty((width,height))\n", | |
| "# for i in range(width):\n", | |
| "# for j in range(height):\n", | |
| "# n3[i,j] = mandelbrot(r1[i] + 1j*r2[j],maxiter,horizon, log_horizon)\n", | |
| " return (r1,r2,n3)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Call function" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Processing time: 1.264sec\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(<matplotlib.figure.Figure at 0x196b517fcf8>,\n", | |
| " <matplotlib.axes._subplots.AxesSubplot at 0x196b5143c88>)" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x196b517fcf8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# %%prun -l2\n", | |
| "dx = 1e-11\n", | |
| "cx = -0.7615592\n", | |
| "cy = -0.0847577009\n", | |
| "size = 10\n", | |
| "# %lprun -f mandelbrot_set mandelbrot_image(cx-dx,cx+dx,cy-dx,cy+dx,width=20,height=20,maxiter=50000)\n", | |
| "mandelbrot_image(cx-dx,cx+dx,cy-dx,cy+dx,width=size,height=size,maxiter=50000, grid=True)" | |
| ] | |
| } | |
| ], | |
| "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": "3.6.3" | |
| }, | |
| "toc": { | |
| "nav_menu": {}, | |
| "number_sections": true, | |
| "sideBar": true, | |
| "skip_h1_title": false, | |
| "toc_cell": false, | |
| "toc_position": {}, | |
| "toc_section_display": "block", | |
| "toc_window_display": true | |
| }, | |
| "varInspector": { | |
| "cols": { | |
| "lenName": 16, | |
| "lenType": 16, | |
| "lenVar": 40 | |
| }, | |
| "kernels_config": { | |
| "python": { | |
| "delete_cmd_postfix": "", | |
| "delete_cmd_prefix": "del ", | |
| "library": "var_list.py", | |
| "varRefreshCmd": "print(var_dic_list())" | |
| }, | |
| "r": { | |
| "delete_cmd_postfix": ") ", | |
| "delete_cmd_prefix": "rm(", | |
| "library": "var_list.r", | |
| "varRefreshCmd": "cat(var_dic_list()) " | |
| } | |
| }, | |
| "types_to_exclude": [ | |
| "module", | |
| "function", | |
| "builtin_function_or_method", | |
| "instance", | |
| "_Feature" | |
| ], | |
| "window_display": false | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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