BackgroundJobs.ipynb
192 lines
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TextLexer
Fernando Perez
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r4940 | { | |
"worksheets": [ | |||
{ | |||
"cells": [ | |||
{ | |||
"source": "# Simple interactive bacgkround jobs with IPython\n\nWe start by loading the `backgroundjobs` library and defining a few trivial functions to illustrate things with.", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [], | |||
"collapsed": false, | |||
Fernando Perez
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r4941 | "prompt_number": 35, | |
Fernando Perez
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r4940 | "input": "from IPython.lib import backgroundjobs as bg\n\nimport sys\nimport time\n\ndef sleepfunc(interval=2, *a, **kw):\n args = dict(interval=interval,\n args=a,\n kwargs=kw)\n time.sleep(interval)\n return args\n\ndef diefunc(interval=2, *a, **kw):\n time.sleep(interval)\n raise Exception(\"Dead job with interval %s\" % interval)\n\ndef printfunc(interval=1, reps=5):\n for n in range(reps):\n time.sleep(interval)\n print 'In the background...', n\n sys.stdout.flush()\n print 'All done!'\n sys.stdout.flush()" | |
}, | |||
{ | |||
"source": "Now, we can create a job manager (called simply `jobs`) and use it to submit new jobs.\n<br>\nRun the cell below and wait a few seconds for the whole thing to finish, until you see the \"All done!\" printout.", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [ | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "Starting job # 0 in a separate thread.\nStarting job # 2 in a separate thread.\nStarting job # 3 in a separate thread.\nStarting job # 4 in a separate thread.\nStarting job # 5 in a separate thread.\n" | |||
}, | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "In the background... 0\n" | |||
}, | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "In the background... 1\n" | |||
}, | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "In the background... 2\n" | |||
}, | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "All done!\n" | |||
} | |||
], | |||
"collapsed": false, | |||
Fernando Perez
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r4941 | "prompt_number": 36, | |
Fernando Perez
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r4940 | "input": "jobs = bg.BackgroundJobManager()\n\n# Start a few jobs, the first one will have ID # 0\njobs.new(sleepfunc, 4)\njobs.new(sleepfunc, kw={'reps':2})\njobs.new('printfunc(1,3)')\n\n# This makes a couple of jobs which will die. Let's keep a reference to\n# them for easier traceback reporting later\ndiejob1 = jobs.new(diefunc, 1)\ndiejob2 = jobs.new(diefunc, 2)" | |
}, | |||
{ | |||
"source": "You can check the status of your jobs at any time:", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [ | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
Fernando Perez
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r4941 | "text": "Completed jobs:\n0 : <function sleepfunc at 0x30e1578>\n2 : <function sleepfunc at 0x30e1578>\n3 : printfunc(1,3)\n\nDead jobs:\n4 : <function diefunc at 0x304d488>\n5 : <function diefunc at 0x304d488>\n\n" | |
Fernando Perez
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r4940 | } | |
], | |||
"collapsed": false, | |||
Fernando Perez
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r4941 | "prompt_number": 37, | |
Fernando Perez
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r4940 | "input": "jobs.status()" | |
}, | |||
{ | |||
"source": "For any completed job, you can get its result easily:", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
Fernando Perez
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r4941 | "outputs": [], | |
Fernando Perez
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r4940 | "collapsed": false, | |
Fernando Perez
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r4941 | "prompt_number": 43, | |
"input": "jobs[0].result\nj0 = jobs[0]\nj0.join?" | |||
Fernando Perez
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r4940 | }, | |
{ | |||
"source": "You can get the traceback of any dead job. Run the line\nbelow again interactively until it prints a traceback (check the status\nof the job):\n", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [ | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "Status of diejob1: Dead (Exception), call jobs.traceback() for details\n<span class=\"ansired\">---------------------------------------------------------------------------</span>\n<span class=\"ansired\">Exception</span> Traceback (most recent call last)\n<span class=\"ansigreen\">/home/fperez/usr/lib/python2.6/site-packages/IPython/lib/backgroundjobs.py</span> in <span class=\"ansicyan\">call</span><span class=\"ansiblue\">(self)</span>\n<span class=\"ansigreen\"> 462</span> <span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 463</span> <span class=\"ansigreen\">def</span> call<span class=\"ansiyellow\">(</span>self<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\">--> 464</span><span class=\"ansiyellow\"> </span><span class=\"ansigreen\">return</span> self<span class=\"ansiyellow\">.</span>func<span class=\"ansiyellow\">(</span><span class=\"ansiyellow\">*</span>self<span class=\"ansiyellow\">.</span>args<span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">**</span>self<span class=\"ansiyellow\">.</span>kwargs<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n\n<span class=\"ansigreen\">/home/fperez/ipython/ipython/docs/examples/lib/<ipython-input-15-54795a097787></span> in <span class=\"ansicyan\">diefunc</span><span class=\"ansiblue\">(interval, *a, **kw)</span>\n<span class=\"ansigreen\"> 14</span> <span class=\"ansigreen\">def</span> diefunc<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">2</span><span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">*</span>a<span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">**</span>kw<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 15</span> time<span class=\"ansiyellow\">.</span>sleep<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\">---> 16</span><span class=\"ansiyellow\"> </span><span class=\"ansigreen\">raise</span> Exception<span class=\"ansiyellow\">(</span><span class=\"ansiblue\">"Dead job with interval %s"</span> <span class=\"ansiyellow\">%</span> interval<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 17</span> <span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 18</span> <span class=\"ansigreen\">def</span> printfunc<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">1</span><span class=\"ansiyellow\">,</span> reps<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">5</span><span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n\n<span class=\"ansired\">Exception</span>: Dead job with interval 1\n" | |||
} | |||
], | |||
"collapsed": false, | |||
"prompt_number": 34, | |||
"input": "print \"Status of diejob1:\", diejob1.status\ndiejob1.traceback() # jobs.traceback(4) would also work here, with the job number" | |||
}, | |||
{ | |||
"source": "This will print all tracebacks for all dead jobs:", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [ | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "Traceback for: <BackgroundJob #4: <function diefunc at 0x30df758>>\n<span class=\"ansired\">---------------------------------------------------------------------------</span>\n<span class=\"ansired\">Exception</span> Traceback (most recent call last)\n<span class=\"ansigreen\">/home/fperez/usr/lib/python2.6/site-packages/IPython/lib/backgroundjobs.py</span> in <span class=\"ansicyan\">call</span><span class=\"ansiblue\">(self)</span>\n<span class=\"ansigreen\"> 462</span> <span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 463</span> <span class=\"ansigreen\">def</span> call<span class=\"ansiyellow\">(</span>self<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\">--> 464</span><span class=\"ansiyellow\"> </span><span class=\"ansigreen\">return</span> self<span class=\"ansiyellow\">.</span>func<span class=\"ansiyellow\">(</span><span class=\"ansiyellow\">*</span>self<span class=\"ansiyellow\">.</span>args<span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">**</span>self<span class=\"ansiyellow\">.</span>kwargs<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n\n<span class=\"ansigreen\">/home/fperez/ipython/ipython/docs/examples/lib/<ipython-input-15-54795a097787></span> in <span class=\"ansicyan\">diefunc</span><span class=\"ansiblue\">(interval, *a, **kw)</span>\n<span class=\"ansigreen\"> 14</span> <span class=\"ansigreen\">def</span> diefunc<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">2</span><span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">*</span>a<span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">**</span>kw<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 15</span> time<span class=\"ansiyellow\">.</span>sleep<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\">---> 16</span><span class=\"ansiyellow\"> </span><span class=\"ansigreen\">raise</span> Exception<span class=\"ansiyellow\">(</span><span class=\"ansiblue\">"Dead job with interval %s"</span> <span class=\"ansiyellow\">%</span> interval<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 17</span> <span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 18</span> <span class=\"ansigreen\">def</span> printfunc<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">1</span><span class=\"ansiyellow\">,</span> reps<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">5</span><span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n\n<span class=\"ansired\">Exception</span>: Dead job with interval 1\n\nTraceback for: <BackgroundJob #5: <function diefunc at 0x30df758>>\n<span class=\"ansired\">---------------------------------------------------------------------------</span>\n<span class=\"ansired\">Exception</span> Traceback (most recent call last)\n<span class=\"ansigreen\">/home/fperez/usr/lib/python2.6/site-packages/IPython/lib/backgroundjobs.py</span> in <span class=\"ansicyan\">call</span><span class=\"ansiblue\">(self)</span>\n<span class=\"ansigreen\"> 462</span> <span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 463</span> <span class=\"ansigreen\">def</span> call<span class=\"ansiyellow\">(</span>self<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\">--> 464</span><span class=\"ansiyellow\"> </span><span class=\"ansigreen\">return</span> self<span class=\"ansiyellow\">.</span>func<span class=\"ansiyellow\">(</span><span class=\"ansiyellow\">*</span>self<span class=\"ansiyellow\">.</span>args<span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">**</span>self<span class=\"ansiyellow\">.</span>kwargs<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n\n<span class=\"ansigreen\">/home/fperez/ipython/ipython/docs/examples/lib/<ipython-input-15-54795a097787></span> in <span class=\"ansicyan\">diefunc</span><span class=\"ansiblue\">(interval, *a, **kw)</span>\n<span class=\"ansigreen\"> 14</span> <span class=\"ansigreen\">def</span> diefunc<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">2</span><span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">*</span>a<span class=\"ansiyellow\">,</span> <span class=\"ansiyellow\">**</span>kw<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 15</span> time<span class=\"ansiyellow\">.</span>sleep<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\">---> 16</span><span class=\"ansiyellow\"> </span><span class=\"ansigreen\">raise</span> Exception<span class=\"ansiyellow\">(</span><span class=\"ansiblue\">"Dead job with interval %s"</span> <span class=\"ansiyellow\">%</span> interval<span class=\"ansiyellow\">)</span><span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 17</span> <span class=\"ansiyellow\"></span>\n<span class=\"ansigreen\"> 18</span> <span class=\"ansigreen\">def</span> printfunc<span class=\"ansiyellow\">(</span>interval<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">1</span><span class=\"ansiyellow\">,</span> reps<span class=\"ansiyellow\">=</span><span class=\"ansicyan\">5</span><span class=\"ansiyellow\">)</span><span class=\"ansiyellow\">:</span><span class=\"ansiyellow\"></span>\n\n<span class=\"ansired\">Exception</span>: Dead job with interval 2\n\n" | |||
} | |||
], | |||
"collapsed": false, | |||
"prompt_number": 33, | |||
"input": "jobs.traceback()" | |||
}, | |||
{ | |||
"source": "The job manager can be flushed of all completed jobs at any time:", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [ | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "No jobs to flush.\n" | |||
} | |||
], | |||
"collapsed": false, | |||
"prompt_number": 25, | |||
"input": "jobs.flush()" | |||
}, | |||
{ | |||
"source": "After that, the status is simply empty:", | |||
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [], | |||
"collapsed": true, | |||
"prompt_number": 27, | |||
"input": "jobs.status()" | |||
}, | |||
{ | |||
Fernando Perez
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r4941 | "source": "It's easy to wait on a job:", | |
"cell_type": "markdown" | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"language": "python", | |||
"outputs": [ | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "Starting job # 7 in a separate thread.\nWill wait for j now...\n" | |||
}, | |||
{ | |||
"output_type": "stream", | |||
"stream": "stdout", | |||
"text": "Result from j:\n" | |||
}, | |||
{ | |||
"output_type": "pyout", | |||
"prompt_number": 46, | |||
"text": "{'args': (), 'interval': 2, 'kwargs': {}}" | |||
} | |||
], | |||
"collapsed": false, | |||
"prompt_number": 46, | |||
"input": "j = jobs.new(sleepfunc, 2)\nprint \"Will wait for j now...\"\nsys.stdout.flush()\nj.join()\nprint \"Result from j:\"\nj.result" | |||
}, | |||
{ | |||
Fernando Perez
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r4940 | "input": "", | |
"cell_type": "code", | |||
"collapsed": true, | |||
"language": "python", | |||
"outputs": [] | |||
} | |||
] | |||
} | |||
], | |||
"metadata": { | |||
"name": "BackgroundJobs" | |||
}, | |||
"nbformat": 2 | |||
} |