{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Speeding code with numba" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To show the basics of numba we are going to try to downsample an image." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numba\n", "import numpy as np\n", "from pylab import imshow\n", "from scipy import misc\n", "from time import time" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to use the misc.face image. It is included in scipy.misc anyway." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "img = misc.face()\n", "imshow(img)\n", "img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "(768, 1024, 3)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kChkCx0HTdDzTIwqP/049a4CqKKiqznAwJBJDRFmiMFKk2++CKOKFHoQBYiTg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zMywdXw5aoZGmGE+YjPoMBkN2tlZYuV1jjcXIDOtCNRA0tj1MKZjW+bBmvcV5i/QO4UPG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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's make the downsampling function." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def downsample(src, prop):\n", "\tp0, p1 = prop\n", "\tyshape = (src.shape[0] // p0, src.shape[1] // p1, src.shape[2])\n", "\ty = np.empty(yshape, src.dtype)\n", "\t\n", "\tdownsample_submatrix(src, p0, p1, y)\n", "\n", "\treturn y\n", "\n", "def downsample_submatrix(src, p0, p1, y):\n", " \n", "\tfor z in range(y.shape[2]): # RGB\n", "\t\tfor i in range(y.shape[0]):\n", "\t\t\tfor j in range(y.shape[1]):\n", "\t\t\t\ty[i, j, z] = np.mean(src[i*p0:(i+1)*p0, j*p1: (j+1)*p1, z]) " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "t1 = time()\n", "down_img = downsample(img, (2,2))\n", "t2 = time()\n", "elapsed1 = t2-t1\n", "elapsed1" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "21.73535704612732" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(down_img)\n", "down_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "(384, 512, 3)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FhqkzGPQpV6tkRYpQIIxCELBzfYfpdEqr2eD49AhVNyiVyliOw+7uY/SOyUqr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YfAFCWtsV3vPwzpJSlNohDCdKH21mGcQllJICUSiaksRV2htCZNeggl6SWONm3YvbKNaw3Z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\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O95Hv/fU7zI9XZFlBtVFhlcXVjtAmepHCo3PIC41SlpPjx+xcGqPynIDE+ohAsWxaBlrj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\nTVNs41IeQiB4abioULnAwUMHMVpx+o1/ouxXGJI4pEls9EQwGSEEFhd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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see this operation even for a small image takes a lot of time, let's see if we can improve it using numba." ] }, { "cell_type": "code", "collapsed": false, "input": [ "@numba.njit\n", "def downsample_submatrix(src, p0, p1, y):\n", " \n", "\tfor z in range(y.shape[2]): # RGB\n", "\t\tfor i in range(y.shape[0]):\n", "\t\t\tfor j in range(y.shape[1]):\n", "\t\t\t\ty[i, j, z] = np.mean(src[i*p0:(i+1)*p0, j*p1: (j+1)*p1, z]) " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "down_img = downsample(img, (2,2))" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "TypingError", "evalue": "Internal error:\n(Module(), 'mean')\nFile \"\", line 7", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypingError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdown_img\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdownsample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m\u001b[0m in \u001b[0;36mdownsample\u001b[1;34m(src, prop)\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0myshape\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msrc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mdownsample_submatrix\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mp0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mp1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/gef/miniconda/envs/condaGIT/lib/python2.7/site-packages/numba/dispatcher.pyc\u001b[0m in \u001b[0;36m_compile_and_call\u001b[1;34m(self, *args, **kws)\u001b[0m\n\u001b[0;32m 124\u001b[0m \u001b[1;32massert\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mkws\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 125\u001b[0m \u001b[0msig\u001b[0m \u001b[1;33m=\u001b[0m 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sig, **kws)\u001b[0m\n\u001b[0;32m 119\u001b[0m \"\"\"Alias of compile(sig, **kws)\n\u001b[0;32m 120\u001b[0m \"\"\"\n\u001b[1;32m--> 121\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 122\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 123\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_compile_and_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/gef/miniconda/envs/condaGIT/lib/python2.7/site-packages/numba/dispatcher.pyc\u001b[0m in \u001b[0;36mcompile\u001b[1;34m(self, sig, locals, **targetoptions)\u001b[0m\n\u001b[0;32m 107\u001b[0m cres = compiler.compile_extra(typingctx, targetctx, self.py_func,\n\u001b[0;32m 108\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreturn_type\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreturn_type\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 109\u001b[1;33m flags=flags, locals=locs)\n\u001b[0m\u001b[0;32m 110\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 111\u001b[0m \u001b[1;31m# Check typing error if object mode is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/gef/miniconda/envs/condaGIT/lib/python2.7/site-packages/numba/compiler.pyc\u001b[0m in \u001b[0;36mcompile_extra\u001b[1;34m(typingctx, targetctx, func, args, return_type, flags, locals)\u001b[0m\n\u001b[0;32m 77\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 78\u001b[0m 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\u001b[0minfer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpropagate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 160\u001b[0m \u001b[0mtypemap\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrestype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcalltypes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munify\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 161\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/gef/miniconda/envs/condaGIT/lib/python2.7/site-packages/numba/typeinfer.pyc\u001b[0m in \u001b[0;36mpropagate\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 284\u001b[0m \u001b[1;32mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"propagate\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcenter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m80\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 285\u001b[0m \u001b[0moldtoken\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnewtoken\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 286\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstrains\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpropagate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtypevars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 287\u001b[0m \u001b[0mnewtoken\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_state_token\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 288\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDEBUG\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/gef/miniconda/envs/condaGIT/lib/python2.7/site-packages/numba/typeinfer.pyc\u001b[0m in \u001b[0;36mpropagate\u001b[1;34m(self, context, typevars)\u001b[0m\n\u001b[0;32m 103\u001b[0m \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 105\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mTypingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Internal error:\\n%s\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconstrain\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 106\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 107\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mTypingError\u001b[0m: Internal error:\n(Module(), 'mean')\nFile \"\", line 7" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This error is on purpose, numba can't be used there because the call to np.mean() creates a new object and numba doesn't know how to deal with it. Fortunatelly we can create or own mean function and speed it up with numba." ] }, { "cell_type": "code", "collapsed": false, "input": [ "@numba.njit\n", "def mymean(x):\n", "\txs, ys = x.shape\n", "\tfactor = 1. * xs * ys\n", "\ts = 0.\n", "\tfor i in xrange(xs):\n", "\t\tfor j in xrange(ys):\n", "\t\t\ts += x[i, j] / factor\n", "\n", "\treturn s\n", "\n", "def downsample_submatrix(src, p0, p1, y):\n", " \n", "\tfor z in range(y.shape[2]): # RGB\n", "\t\tfor i in range(y.shape[0]):\n", "\t\t\tfor j in range(y.shape[1]):\n", "\t\t\t\ty[i, j, z] = mymean(src[i*p0:(i+1)*p0, j*p1: (j+1)*p1, z]) \n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "t1 = time()\n", "down_img = downsample(img, (2,2))\n", "t2 = time()\n", "elapsed2 = t2-t1\n", "elapsed2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "2.728079080581665" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code is now way faster than before, let's see how much." ] }, { "cell_type": "code", "collapsed": false, "input": [ "elapsed1/elapsed2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "7.967275289355994" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is a good speedup, but we can do better. Notice how the loops of downsample_submatrix are not being optimized, lets put downsample_submatrix and mymean all together." ] }, { "cell_type": "code", "collapsed": false, "input": [ "@numba.njit\n", "def downsample_submatrix(src, p0, p1, y):\n", "\t\n", "\tfactor = 1/(1. * p0 * p1)\n", "\n", "\tfor z in range(y.shape[2]): # RGB\n", "\t\tfor i in range(y.shape[0]):\n", "\t\t\tfor j in range(y.shape[1]):\n", "\t\t\t\ts = 0.\n", "\t\t\t\tfor k in range(p0):\n", "\t\t\t\t\tfor l in range(p1):\n", "\t\t\t\t\t\ts += src[(p0*i)+k,(p1*j)+l,z] * factor\n", "\n", "\t\t\t\ty[i, j, z] = s " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "t1 = time()\n", "down_img = downsample(img, (2,2))\n", "t2 = time()\n", "elapsed3 = t2-t1\n", "elapsed3" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "0.299915075302124" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow!, that is even better than before, let's se how much." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print str(elapsed1/elapsed3) + ' times better than pure python'\n", "print str(elapsed2/elapsed3) + ' times better than just one function optimized'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "72.4717056128 times better than pure python\n", "9.09617190077 times better than just one function optimized\n" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, a few considerations:\n", "\n", "* Always use the @numba.njit decorator, this will help you find when the code is not being fully optimized.\n", "\n", "* Do not create objects inside a function that you are going to optimize with numba.\n", "\n", "* If you are debugging and weird errors come up, try to run the code without the numba decorator." ] } ], "metadata": {} } ] }