{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple interactive bacgkround jobs with IPython\n", "\n", "We start by loading the `backgroundjobs` library and defining a few trivial functions to illustrate things with." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from IPython.lib import backgroundjobs as bg\n", "\n", "import sys\n", "import time\n", "\n", "def sleepfunc(interval=2, *a, **kw):\n", " args = dict(interval=interval,\n", " args=a,\n", " kwargs=kw)\n", " time.sleep(interval)\n", " return args\n", "\n", "def diefunc(interval=2, *a, **kw):\n", " time.sleep(interval)\n", " raise Exception(\"Dead job with interval %s\" % interval)\n", "\n", "def printfunc(interval=1, reps=5):\n", " for n in range(reps):\n", " time.sleep(interval)\n", " print('In the background... %i' % n)\n", " sys.stdout.flush()\n", " print('All done!')\n", " sys.stdout.flush()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can create a job manager (called simply `jobs`) and use it to submit new jobs.\n", "\n", "Run the cell below, it will show when the jobs start. Wait a few seconds until you see the 'all done' completion message:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting job # 0 in a separate thread.\n", "Starting job # 2 in a separate thread.\n", "Starting job # 3 in a separate thread.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "In the background... 0\n", "In the background... 1\n", "In the background... 2\n", "All done!\n" ] } ], "source": [ "jobs = bg.BackgroundJobManager()\n", "\n", "# Start a few jobs, the first one will have ID # 0\n", "jobs.new(sleepfunc, 4)\n", "jobs.new(sleepfunc, kw={'reps':2})\n", "jobs.new('printfunc(1,3)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can check the status of your jobs at any time:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed jobs:\n", "0 : \n", "2 : \n", "3 : printfunc(1,3)\n", "\n" ] } ], "source": [ "jobs.status()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For any completed job, you can get its result easily:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'args': (), 'interval': 4, 'kwargs': {}}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jobs[0].result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Errors and tracebacks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The jobs manager tries to help you with debugging:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting job # 4 in a separate thread.\n", "Starting job # 5 in a separate thread.\n" ] } ], "source": [ "# This makes a couple of jobs which will die. Let's keep a reference to\n", "# them for easier traceback reporting later\n", "diejob1 = jobs.new(diefunc, 1)\n", "diejob2 = jobs.new(diefunc, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the traceback of any dead job. Run the line\n", "below again interactively until it prints a traceback (check the status\n", "of the job):\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Status of diejob1: Dead (Exception), call jobs.traceback() for details\n", "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n", "\u001b[1;31mException\u001b[0m Traceback (most recent call last)\n", "\u001b[1;32m/Users/minrk/dev/ip/mine/IPython/lib/backgroundjobs.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self)\u001b[0m\n", "\u001b[0;32m 489\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 490\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m--> 491\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mdiefunc\u001b[1;34m(interval, *a, **kw)\u001b[0m\n", "\u001b[0;32m 13\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mdiefunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 14\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m---> 15\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Dead job with interval %s\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0minterval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0m\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 17\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mprintfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\n", "\u001b[1;31mException\u001b[0m: Dead job with interval 1\n" ] } ], "source": [ "print(\"Status of diejob1: %s\" % diejob1.status)\n", "diejob1.traceback() # jobs.traceback(4) would also work here, with the job number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will print all tracebacks for all dead jobs:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Traceback for: >\n", "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n", "\u001b[1;31mException\u001b[0m Traceback (most recent call last)\n", "\u001b[1;32m/Users/minrk/dev/ip/mine/IPython/lib/backgroundjobs.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self)\u001b[0m\n", "\u001b[0;32m 489\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 490\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m--> 491\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mdiefunc\u001b[1;34m(interval, *a, **kw)\u001b[0m\n", "\u001b[0;32m 13\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mdiefunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 14\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m---> 15\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Dead job with interval %s\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0minterval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0m\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 17\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mprintfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\n", "\u001b[1;31mException\u001b[0m: Dead job with interval 1\n", "\n", "Traceback for: >\n", "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n", "\u001b[1;31mException\u001b[0m Traceback (most recent call last)\n", "\u001b[1;32m/Users/minrk/dev/ip/mine/IPython/lib/backgroundjobs.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self)\u001b[0m\n", "\u001b[0;32m 489\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 490\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m--> 491\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mdiefunc\u001b[1;34m(interval, *a, **kw)\u001b[0m\n", "\u001b[0;32m 13\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mdiefunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 14\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m---> 15\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Dead job with interval %s\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0minterval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0m\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[0;32m 17\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mprintfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minterval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreps\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\n", "\u001b[1;31mException\u001b[0m: Dead job with interval 2\n", "\n" ] } ], "source": [ "jobs.traceback()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The job manager can be flushed of all completed jobs at any time:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Flushing 3 Completed jobs.\n", "Flushing 2 Dead jobs.\n" ] } ], "source": [ "jobs.flush()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After that, the status is simply empty:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "jobs.status()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jobs have a `.join` method that lets you wait on their thread for completion:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting job # 0 in a separate thread.\n" ] } ], "source": [ "j = jobs.new(sleepfunc, 2)\n", "j.join?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise\n", "\n", "1. Start a new job that calls `sleepfunc` with a 5-second wait\n", "2. Print a short message that indicates you are waiting (note: you'll need to flush stdout to see that print output appear).\n", "3. Wait on the job and then print its result." ] } ], "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": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }