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BackgroundJobs.ipynb
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/ examples / lib / BackgroundJobs.ipynb
Fernando Perez
Add a notebook illustrating the backgroundjobs library.
r4940 {
Brian Granger
Updating a few example notebooks to v3.
r9201 "metadata": {
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "name": ""
Brian Granger
Updating a few example notebooks to v3.
r9201 },
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"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",
"collapsed": false,
"input": [
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "from __future__ import print_function\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "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",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 " print('In the background...', n)\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 " sys.stdout.flush()\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 " print('All done!')\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 " sys.stdout.flush()"
],
"language": "python",
"metadata": {},
"outputs": [],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 1
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we can create a job manager (called simply `jobs`) and use it to submit new jobs.\n",
"<br>\n",
"Run the cell below and wait a few seconds for the whole thing to finish, until you see the \"All done!\" printout."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"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)')\n",
"\n",
"# 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)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"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",
"Starting job # 4 in a separate thread.\n",
"Starting job # 5 in a separate thread.\n"
]
}
],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 2
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can check the status of your jobs at any time:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"jobs.status()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "In the background... 0\n",
"Running jobs:"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"0 : <function sleepfunc at 0x7f2a1c9963b0>\n",
"2 : <function sleepfunc at 0x7f2a1c9963b0>\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "3 : printfunc(1,3)\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "5 : <function diefunc at 0x7f2a1c996440>\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "\n",
"Dead jobs:\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "4 : <function diefunc at 0x7f2a1c996440>\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "\n"
]
}
],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 3
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For any completed job, you can get its result easily:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"jobs[0].result\n",
"j0 = jobs[0]\n",
"j0.join?"
],
"language": "python",
"metadata": {},
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"In the background... 1\n",
"In the background... 2\n",
"All done!\n"
]
}
],
"prompt_number": 4
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"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",
"collapsed": false,
"input": [
"print \"Status of diejob1:\", diejob1.status\n",
"diejob1.traceback() # jobs.traceback(4) would also work here, with the job number"
],
"language": "python",
"metadata": {},
"outputs": [
{
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "ename": "SyntaxError",
"evalue": "invalid syntax (<ipython-input-5-a90bd59af669>, line 1)",
"output_type": "pyerr",
"traceback": [
"\u001b[1;36m File \u001b[1;32m\"<ipython-input-5-a90bd59af669>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m print \"Status of diejob1:\", diejob1.status\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
Brian Granger
Updating a few example notebooks to v3.
r9201 ]
}
],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 5
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This will print all tracebacks for all dead jobs:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"jobs.traceback()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "Traceback for: <BackgroundJob #4: <function diefunc at 0x7f2a1c996440>>\n",
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n",
"\u001b[1;31mException\u001b[0m Traceback (most recent call last)\n",
"\u001b[1;32m/home/takluyver/.local/lib/python3.3/site-packages/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<ipython-input-1-7391f8ae281b>\u001b[0m in \u001b[0;36mdiefunc\u001b[1;34m(interval, *a, **kw)\u001b[0m\n",
"\u001b[0;32m 14\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 15\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---> 16\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 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[0;32m 18\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",
Brian Granger
Updating a few example notebooks to v3.
r9201 "\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "\u001b[1;31mException\u001b[0m: Dead job with interval 1\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "Traceback for: <BackgroundJob #5: <function diefunc at 0x7f2a1c996440>>\n",
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n",
"\u001b[1;31mException\u001b[0m Traceback (most recent call last)\n",
"\u001b[1;32m/home/takluyver/.local/lib/python3.3/site-packages/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<ipython-input-1-7391f8ae281b>\u001b[0m in \u001b[0;36mdiefunc\u001b[1;34m(interval, *a, **kw)\u001b[0m\n",
"\u001b[0;32m 14\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 15\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---> 16\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 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[0;32m 18\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",
Brian Granger
Updating a few example notebooks to v3.
r9201 "\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "\u001b[1;31mException\u001b[0m: Dead job with interval 2\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "\n"
]
}
],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 6
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The job manager can be flushed of all completed jobs at any time:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"jobs.flush()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "Flushing 3 Completed jobs.\n",
"Flushing 2 Dead jobs.\n"
Brian Granger
Updating a few example notebooks to v3.
r9201 ]
}
],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 7
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After that, the status is simply empty:"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"jobs.status()"
],
"language": "python",
"metadata": {},
"outputs": [],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 8
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's easy to wait on a job:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"j = jobs.new(sleepfunc, 2)\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "print(\"Will wait for j now...\")\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "sys.stdout.flush()\n",
"j.join()\n",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "print(\"Result from j:\")\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "j.result"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "Starting job # 0 in a separate thread.\n",
Brian Granger
Updating a few example notebooks to v3.
r9201 "Will wait for j now...\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Result from j:\n"
]
},
{
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "metadata": {},
Brian Granger
Updating a few example notebooks to v3.
r9201 "output_type": "pyout",
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 9,
Brian Granger
Updating a few example notebooks to v3.
r9201 "text": [
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "{'kwargs': {}, 'args': (), 'interval': 2}"
Brian Granger
Updating a few example notebooks to v3.
r9201 ]
}
],
Thomas Kluyver
Rerun BackgroundJobs example NB to save in new format, plus Py 3 fixes
r13995 "prompt_number": 9
Brian Granger
Updating a few example notebooks to v3.
r9201 },
{
"cell_type": "code",
"collapsed": true,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
Fernando Perez
Add a notebook illustrating the backgroundjobs library.
r4940 }