{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**\n", "\n", " Process numpy arrays in parallel\n", " \n", "**Solution**\n", "\n", " dask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Geophysical models get higher and higher resolutions, producing more and more data. However numpy arrays and pandas data frames only work with data that fit in to a memory. For many of us it means that before real analysis we have to somehow subsample or aggregate initial data with some heavy lifting tools (like [cdo](https://code.azmaw.de/projects/cdo/embedded/index.html)) and only then switch to convenience and beauty of python. These times might come to an end soon with introduction of [dask](http://dask.pydata.org/en/latest/) - library that helps to parallelize computations on big chunks of data. This allows analyzing data that do not (or barely) fit in to your computer's memory as well as to utilize multiprocessing capabilities of your machine.\n", "\n", "Below I will briefly describe dask arrays and show results of some simple benchmarks.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Instllation:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###dask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't use [conda](http://conda.pydata.org/miniconda.html), it's time to start now. This will install dask and some additional libraries that allow visualization of dask task graphs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " conda install dask pydot networkx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you still prefer pip:\n", "\n", " pip install dask[array]\n", "\n", "should do the trick, but I am not sure if the visualization will work" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###cdo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you use Ubuntu 14.04, don’t install cdo from `apt-get`, they are compiled without netCDF4 support. Instructions of how to do it properly can be found [here](http://nbviewer.ipython.org/github/koldunovn/nk_public_notebooks/blob/master/Install%20climate%20data%20operators%20%28cdo%29%20on%20Ubuntu%20with%20netCDF4%20and%20hdf5%20support.ipynb). I am not sure if the problem appears also in the latest versions of Ubuntu. \n", "\n", "Mac users should be able to install them with:\n", "\n", " brew install cdo\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Necessary imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os\n", "import dask.array as da\n", "from netCDF4 import Dataset\n", "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Download the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual I am going to use [good old NCEP reanalysis surface temperature data](http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis.surface.html). This time we need to download all years and then merge them together in one file with cdo. Uncomment the code below to do so:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#for y in range(1948,2015):\n", "# print(y)\n", "# os.system('wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis/surface/air.sig995.{}.nc'.format(str(y)))\n", "\n", "#!cdo mergetime air.sig995.*.nc ncep_temperature.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Small file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First just let’s play with a small file that easily fits in to the memory. My test computer is a 5-year-old machine with only 3Gb of memory and 2 cores. No SSD, just usual classical hard drive. \n", "\n", "We are going to calculate overall mean for one year. This file is about 22 Mb, but array in memory will occupy about 60 Mb (due to netCDF4 compression). There are 4 time steps a day (1464 in total) and 73x144 points in every field.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = Dataset('air.sig995.1948.nc')\n", "air = f.variables['air'][:]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "61558272" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air.nbytes" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1464, 73, 144)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**numpy.array**\n", "\n", "This is our usual way with numpy array. Open the file, load the data, calculate the mean:\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loops, best of 3: 844 ms per loop\n" ] } ], "source": [ "%%timeit\n", "f = Dataset('air.sig995.1948.nc')\n", "numpyresult = f.variables['air'][:].mean()\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**cdo**\n", "\n", "Same thing with cdo for comparison" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loops, best of 3: 857 ms per loop\n" ] } ], "source": [ "%%timeit\n", "!cdo -s fldmean -timmean air.sig995.1948.nc t.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**dask.array**\n", "\n", "And finally dask arrays:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loops, best of 3: 723 ms per loop\n" ] } ], "source": [ "%%timeit\n", "f = Dataset('air.sig995.1948.nc')\n", "daskarray = da.from_array(f.variables['air'], chunks=(500,73,144))\n", "daskresult = daskarray.mean().compute() \n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seems to be just a tiny bit faster, but not significantly. Let's stop here and have a look at what we did. Before doing any calculations we construct a dask array with `from array` method using handler for netCDF variable. As an additional parameter we provide `chunks`, that indicate the way of how we split our array in to parts. Then we create `daskresult` variable by specifying some operation (`mean` in our case) on `daskarray` and calling `compute()`. The later executes the computation, but the interesting part is happening before. Let's create `daskresult` without computing it:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = Dataset('air.sig995.1948.nc')\n", "daskarray = da.from_array(f.variables['air'], chunks=(500,73,144))\n", "daskresult = daskarray.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is created is a recipe of how to perform your operation in parallel. It can be accessed with `.dask` attribute" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'x_129': ,\n", " ('x_129', 0, 0, 0): (,\n", " 'x_129',\n", " (slice(0, 500, None), slice(0, 73, None), slice(0, 144, None))),\n", " ('x_129', 1, 0, 0): (,\n", " 'x_129',\n", " (slice(500, 1000, None), slice(0, 73, None), slice(0, 144, None))),\n", " ('x_129', 2, 0, 0): (,\n", " 'x_129',\n", " (slice(1000, 1464, None), slice(0, 73, None), slice(0, 144, None))),\n", " ('x_130', 0, 0, 0): (, ('x_129', 0, 0, 0)),\n", " ('x_130', 1, 0, 0): (, ('x_129', 1, 0, 0)),\n", " ('x_130', 2, 0, 0): (, ('x_129', 2, 0, 0)),\n", " ('x_131',): (,\n", " [[[('x_130', 0, 0, 0)]], [[('x_130', 1, 0, 0)]], [[('x_130', 2, 0, 0)]]])}" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daskresult.dask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this form it is not crystal clear, so let's put it in to a graph:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing graph to mydask.pdf\n" ] }, { "data": { "image/png": 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IiIhQOwqR5rHgiWwsPDwcvXr1QpkyZdSOojoPDw889dRTLHgiO2DBE9lQWloadu3a5dQf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aWlyMjIQHp6OjIyMpCamork5GRkZmZCqVSiQ4cO0Gg06NmzJ3x8fCCTyXT4TpmuXbx4Edu3b68+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\neJHGjx9PZmZm1LRpU5o3b16d7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DNWB7jAM1YHPD09cejQIbi6usLHxwc7d+4UHclg7Ny5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\nEIwxxhirW/8fp+HTehFkaUgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 27, "metadata": { "image/png": { "width": 300 } }, "output_type": "execute_result" } ], "source": [ "daskresult._visualize()\n", "Image(filename='mydask.png',width=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should read it from the bottom to the top: initial array is splitted into three parts (remember our `chunks` size), then mean is performed for each of this parts (in parallel) and then results are finally composed in to one number. What happen when you call `compute()` is this recipe gets executed by [dask own parallel scheduler](http://dask.pydata.org/en/latest/shared.html). However you can write your own scheduler that is better for your specific task or system.\n", "\n", "Calculation of the total mean was sort of a trivial task, but when you do something a bit trickier, your recipes become more complicated:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing graph to mydask.pdf\n" ] }, { "data": { "image/png": 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J0tLSVqxYQY+QeXp6rlmzJisri8/nd/n7LSwsrLa29vk9qFdfwxxMrBtqa2tt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9xZ1JaOjk5sbGx2drafnx/uLC1j7R88UJ8qwP76bEpt+waRSMR8mDaJioravXv3gQMHrKyscGdR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"text/plain": [ "" ] }, "execution_count": 51, "metadata": { "image/png": { "width": 300 } }, "output_type": "execute_result" } ], "source": [ "(daskarray - daskarray.mean())._visualize()\n", "Image(filename='mydask.png',width=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can get even more wild:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing graph to mydask.pdf\n" ] }, { "data": { "image/png": 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pDAoKMjAwsLS0pB0EAEDe4Cq1AIpr7dq1hw4dyszM1NDQoJ2lfp6enl5eXvx/\ns9nsFi1aqKioqKura2hoqKiotG7dWllZWUdHR0VFRUNDo1u3bitWrKAbWGFJfy1dvHhx8uTJiYmJ\nvXv3pp1F4SQmJvbv3//ixYvjx4+nnaV+JSUlXbp0WbJkyfr162lnAQCQN2g4ARRXfn6+gYHBunXr\nfvzxR9pZ6sEwTP/+/d++fZubmyv4lWw2m2EYHR2dt2/f4lgoFdJfSwMHDuzSpcvZs2dpZ1FQkyZN\nevPmzR9//EE7SP22bt26efPm58+ft2nThnYWAAB5gzOLABRXmzZtvvnmmz179nz8+JF2lnpcuXIl\nMTHxzJkz69atY7FYAjpJHo+npKTk4uKCbpMW6a+lhIQEHACnyN3d/f79+xEREbSD1KO4uNjb23vB\nggXoNgEAxAFHOAEU2uvXr3v27Ll48eItW7bQzvIv5eXlffv27dmz57lz5wghx44dW7hwIcMwVVVV\n9b6exWJlZGQYGhpKNib8Q1ZqCWgZP358ZmZmQkKCiooK7Sz/4u7ufuTIkZSUlPbt29POAgAgh3CE\nE0ChderUaePGjbt27frrr79oZ/mXHTt2ZGdn7927l/9w3rx5V69eVVdXV1JSqvtiDoczcuRIdJt0\nyUotAS379u17/vz5rl27aAf5l8ePH3t7e2/evBndJgCAmOAIJ4Ciq6qqGjp0aEVFxd27d9XU1GjH\nIYSQ+/fvDxs2bMuWLT/88EPN6U+fPh0zZkx2dnZlZWXN6SwWq1WrVs7Ozs7Ozl27dpVsWPiHDNUS\nUOHl5bVu3bo7d+6YmZnRzkIIIZ8+ffryyy81NTVjYmJw+WIAADFBwwkA5NWrVwMGDPjqq69OnjxJ\nOwvJy8sbOHCgubn5b7/9Vvc3me/fv58wYcKDBw+4XG71RG1t7cWLFwcGBr59+3bcuHELFiwYN24c\nh8ORbHAgRKZqCSSPYZgpU6bEx8c/fPiwbdu2tOOQ6dOnX79+PT4+Xk9Pj3YWAAC5he/zAIDo6+sf\nOnQoODh4//79dJOUl5c7OjoyDOPr61tvh6Cjo3Pjxo2pU6dWH45QVlZeuHDhli1bXr16FR4erq2t\n7ejo2K5dOxcXl8TERMnGB1mqJZC8N2/eDB069M2bN1999VVFRQXdMN7e3qGhoX5+fug2AQDEiwEA\nYBiGYfbt28disfz9/WkFqKysnDBhQps2bR4/fiz4lVwud8mSJdVdRHJyctfFVZ0AACAASURBVM1n\n8/PzfXx8+vTpQwgxMzPz8fEpKSkRZ3CoTYZqCSTg9evXBw4csLCw4H9PpKysrK2tPXHixMrKSlqR\n/P39WSzWgQMHaAUAAFAcaDgB4B/ff/+9iopKSEiI5BddUVExe/ZsNTW1GzduCDlkz549bDZ70KBB\nn3vBgwcPnJ2dNTQ0tLS0nJ2d4+LiRBQWGiZbtQTikJube+DAgaFDh7LZbA6Hw/+GiMVibd26NSoq\nSk1Nbc6cOVR6zpCQEBUVleXLl0t+0QAACggNJwD8g8fjLV26lM1m79+/X5LLLSkp+frrrzU1NSMi\nIho1MDo6OikpSfBrCgoKfHx8BgwYwD/guWfPnvfv3zcjLAilupZ++uknSS63ybUEovL06dN169YZ\nGxvzD2bWPJ9ZSUnJ3Ny8qqqKYZgrV65oaGiMHz/+48ePkoy3d+9eNpv9ww8/8Hg8SS4XAEBhoeEE\ngNq8vb1ZLNasWbOKi4slsLiEhARjY+P27duL+wgk/4Bny5Yt1dTU7O3tIyIi8IlTrO7du2dgYEAI\n+c9//iNntQR1cbncQ4cOWVpa1jyeWQubzX7w4EH1kAcPHrRr187ExOTRo0cSSFhQUMD/+ffevXsl\nsDgAAODDRYMAoDY3N7eTJ0+eP3/e0tIyOTlZfAtiGObo0aNWVlaampp37twZOHCg+JZF/v97zrdv\n3wYGBn748MHW1rZXr15eXl55eXliXa4CevnypZOT05dffvnixQsDA4OIiAg5qyWoKzExcdGiRXfv\n3uXxePxjmLVeoKys/MMPP9S8IYqZmVlMTIy6urqVlVVAQIBY4yUlJQ0bNiwiIiI4OPi7774T67IA\nAOBfKDe8ACCt0tLSzMzM+J8Rs7OzRT7/J0+ejBw5ksVifffdd2VlZSKfvzABPDw82rZtq6qqigOe\nopKXl+fs7MzhcJSVlQkhbDb76NGj1bW0YsUKcVzAiXotAd/y5cs/dzsiJSUlIyOjevfOp0+f/vvf\n/7JYLGtr65SUFJGnKi4uXr58uZKS0qBBg9LT00U+fwAAEAwNJwB8VmVl5dq1a9lstpqa2q5du0TV\nKqSlpc2fP19FRaVv3763b98WyTybrKysLCwsbPTo0SwWy8jIaN26dS9fvqQbSUaVlZVt3bpVS0uL\n32ryaWpqlpaWMgxTWVm5e/fuli1b6urqiraWRowYwWaz+/TpQ72WoLKy0tLSsmYBVGOxWDdv3hQw\n9tatW6ampioqKs7OzqJqC4uLi3fs2NGpUyctLS1vb28ulyuS2QIAQKOg4QSAz7px44aWlhYhxNTU\nVE1NTUdHZ8WKFU+ePGna3Lhc7u+//z516lQOh2NgYHDgwAGKN0WoKy0tzcPDo0OHDhwOZ/To0WFh\nYVIVT8qFhYUZGhoqKSnV/OWesrLyd999V/NlWVlZixcvFm0ttWrVihBiYWFRUFAgilWBZsnNzW3f\nvn2t45zKysrOzs4Njq2oqNi7d6++vj6Hw7G3t798+XKTW8THjx+7u7vr6Oioq6u7urqK4xwNAAAQ\nEhpOAKjf6dOnVVVV+Rf/8PHxycnJ8fDw6Ny5MyFkyJAhGzZsuH37tjAtWX5+/pkzZxYvXtypUyf+\n2KNHj1ZUVEhgFZqAy+VGRETY29tzOJzOnTt7eHg8e/aMdiipFh8fP3z4cBaLpaSkVPegVr0tpWhr\n6ezZs4QQDodjbGyclZUlhlWERvD29u7Zs2fNYmCz2R06dCgsLBRyDuXl5UeOHBk8eDAhRFdX19XV\n9bfffsvPz29wYGVlZUxMzPr1683NzfljPT09c3Nzm7dCAADQXCymzs/6AUDBMQyzYcOGDRs2VE95\n8OAB/1IfVVVVUVFRYWFh0dHRGRkZ6urq3bp1MzIyMjQ0VFdX5x8OraqqKioqKigoSE9Pz8jIePXq\nFYvFGjx48JgxY2bMmNG9e3dqK9YY2dnZJ06cOHTo0MuXL62trZ2dnadMmVLvuYIKq6ioaNWqVYcO\nHWKxWFwut9azHA5n4MCB9+/f/9xwUdXS8+fPDQ0NCSFKSkra2trXrl3DFYOoKCgomDNnzvXr1w8d\nOlRUVOTm5lb9AePixYsTJkxo7AzT0tKCgoKuXr3Kv7Ctvr6+kZFRt27dWrVqpaWlxT+IWlhYWFZW\nFhkZ+fHjx5ycnE+fPhkZGY0aNcrR0XHUqFFsNq6MCABAHxpOAPiXsrKyOXPmnDlzhsfj8adwOJyP\nHz+qqqrWeuWrV69iY2NTUlJSUlIyMzPLysqKi4sJIWw2W1tbW1NT08TExMTEpE+fPhYWFpqampJe\nE1Hg8XhRUVG+vr7nzp1r06aNo6PjwoULe/fuTTuXVAgNDXVycvrcs2w2+8iRI/PmzRNmVs2pJYZh\nNDQ0Pn36RAhRUlJSUlI6e/bs2LFjm7Vu0EhJSUlTp07lcrlnzpwZMGAAwzD29vYXLlxgsVhjxoy5\nePFic2ZeUlISGxubnJycmpqamppaUlJSWFjI/wPFv8vRw4cPW7du7e3tbWVlpaenJ6J1AgAA0UDD\nCQD/yMvLmzhxYlxcXM0DVj169Pjrr78oppIGubm5AQEBfn5+GRkZZmZmzs7Os2bNatGiBe1clO3d\nu3fZsmWEkLr/lbRq1So3N7fu9xTiMHDgwPj4eP6/WSwWh8M5duzYzJkzJbBoIIQcPXrU1dV1+PDh\nJ0+e1NHR4U8sKSkZOHBgTk5OSkqKWJvAZ8+edevWjRBy4sQJ7HQAACmEs00A4G+pqamDBg2Kj4+v\n2W0qKSkNGTKEYiop0bFjRw8Pj7S0tJiYGDMzs2XLlnXu3NnFxSUhIYF2NJrc3NzOnDmjrKxc9yIx\n33zzjWS6TULIwIEDq892ZhiGy+XOnj17/fr1klm6IquoqHBxcVmwYMG6devCw8Oru01CiKam5vXr\n12/duiXuQ44JCQksFovFYv300091T+0GAADq0HACACGE3Lx5c/Dgwa9fv66oqKj11IABA6hEkkJs\nNtvKyop/CaVt27bdu3dvwIAB5ubmvr6+JSUltNPRYWdn5+3t3aJFi5o/cOVyuS4uLhLLYGpqWmsK\nwzAbN25csmRJ9ZnhIHIvXrywtLQ8derUhQsXPDw8al6gmO+LL76QwO9pHz58qKyszDDMq1ev/Pz8\nxL04AABoLDScAECOHz9ua2tbWlpat9vkcrloOOtq1aqVs7Pzo0eP+JdT+uGHHzp37sy/YgrtaJKW\nnJzs6ek5YcKEzp0783tODodjaWlpYmIisQympqaVlZW1JvJ4PB8fHzs7O/7PO0G0rl+/bm5uzmKx\nEhISxo8fTzHJgwcP+Hu/qqpq7dq1paWlFMMAAEBdaDgBFF18fPzcuXO5XG69Z6OxWKx+/fpJPpWs\nMDMz4x/w3LFjx+PHj21tbXv16uXl5fX+/Xva0SThxYsXY8aM+fLLLwMCAmJiYoyMjFRUVBiGkeTh\nTVLfEU4+Lpd7+fLlr7/+WmGPP4sDj8dbv3792LFjJ0+efOvWrS+++IJunri4uOqfEBcUFOzbt49u\nHgAAqAUXDQJQdOXl5Zs3b966dSvDMHUPE+nr6798+ZJKMFkUFxcXGBh44sSJjx8/Tpo0ydnZ2cbG\npu6phvLhw4cPlpaWampqN2/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Xf/vhdXV1kZGRP/30U9euXSmKsre3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wk6KzU1dfny5Y6Ojps2bcKdBQC+VFhYCB1OIGBGjRq1ZcuWbdu2wW1jAPAO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\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"text/plain": [ "" ] }, "execution_count": 55, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "((daskarray.T - daskarray.mean())/daskarray.std())._visualize()\n", "Image(filename='mydask.png',width=400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So in essence dask allows you to create the task graph, which then can be executed by the parallel scheduler (from dask or from you).\n", "\n", "Or you can think of dask as of just a faster way to do your numpy.array operation :)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##File that do not fit in to the memory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here I just going to show results that I get with dask on my relatively old computer with the file that does not fit in to the memory (it's about 4 Gb, I have only 3 Gb). What you should look at is only `Wall time`, for cdo `CPU times` doesn’t make sense." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we just compute overall mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**numpy.array**\n", "\n", "Didn't even try to compute, immediately rise MemoryError" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#%%timeit\n", "#f = Dataset('ncep_temperature.nc')\n", "#numpyresult = f.variables['air'][:].mean()\n", "#f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**cdo**" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 236 ms, sys: 52 ms, total: 288 ms\n", "Wall time: 51.8 s\n" ] } ], "source": [ "%%time\n", "!cdo -s fldmean -timmean ./ncep_temperature.nc t.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**dask.array**" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 15.4 s, sys: 11.3 s, total: 26.7 s\n", "Wall time: 48.3 s\n" ] } ], "source": [ "%%time\n", "f = Dataset('ncep_temperature.nc')\n", "daskarray = da.from_array(f.variables['air'], chunks=(5000,73,144))\n", "daskresult = daskarray.mean().compute() \n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A bit faster, but not very impressive. Let's try something a bit more complicated - std:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**cdo**" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 356 ms, sys: 64 ms, total: 420 ms\n", "Wall time: 1min 36s\n" ] } ], "source": [ "%%time\n", "!cdo -s timstd ./ncep_temperature.nc t.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**dask.array**" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 23.1 s, sys: 14.3 s, total: 37.4 s\n", "Wall time: 1min 2s\n" ] } ], "source": [ "%%time\n", "f = Dataset('ncep_temperature.nc')\n", "daskarray = da.from_array(f.variables['air'], chunks=(5000,73,144))\n", "daskresult = daskarray.std(axis=0).compute() \n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is already something - more than 1.5 times faster. How about creating global mean for every time step?" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 368 ms, sys: 68 ms, total: 436 ms\n", "Wall time: 1min 37s\n" ] } ], "source": [ "%%time\n", "!cdo -s fldmean ./ncep_temperature.nc t.nc" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 17.4 s, sys: 13.3 s, total: 30.7 s\n", "Wall time: 1min 5s\n" ] } ], "source": [ "%%time\n", "f = Dataset('ncep_temperature.nc')\n", "daskarray = da.from_array(f.variables['air'], chunks=(5000,73,144))\n", "daskresult = daskarray.mean(axis=(1,2)).compute() \n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maybe not two times, but still about 30 seconds faster, and if you process a lot of files this might sum up in to some good hours :) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I also have tried to do this test on a faster computer with many cores (24) and a lot of memory (256 Gb). Results are even more impressive. For some of the tests I was able to get more than 15 times faster speed compared with cdo. So even if your big arrays fit in to the memory, you can seriously benefit from parallel computations with dask." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matthew Rocklin, lead developer of dask, recently give a very [nice presentation at PyData Berlin](https://www.youtube.com/watch?v=HLME2WKTJJ8), it's really worth to watch if you are interested in dask." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }