Created
November 18, 2016 23:26
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How to profile the import of an Airflow DAG definition file
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"%load_ext snakeviz" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[2016-11-18 15:00:48,485] {__init__.py:36} INFO - Using executor SequentialExecutor\n" | |
] | |
} | |
], | |
"source": [ | |
"from airflow.bin import cli" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"parser = cli.CLIFactory.get_parser()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"args = parser.parse_args(['test', 'atl', 'atl_is_done', '2016-11-16T00:00:00', '--dry_run'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Namespace(dag_id='atl', dry_run=True, execution_date=datetime.datetime(2016, 11, 16, 0, 0), func=<function test at 0x11093bea0>, subcommand='test', subdir='/Users/mattdavis/airflow/dags', task_id='atl_is_done', task_params=None)" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"args" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[2016-11-18 15:00:51,489] {models.py:154} INFO - Filling up the DagBag from /Users/mattdavis/airflow/dags\n", | |
"[INFO ] 2016-11-18 15:00:51.815000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:51.817000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:53.691000: timing Set up dependencies for all tasks\n", | |
"[INFO ] 2016-11-18 15:00:54.848000: elapsed time Set up dependencies for all tasks: 1.156\n", | |
"[INFO ] 2016-11-18 15:00:54.855000: timing make_last_task\n", | |
"[INFO ] 2016-11-18 15:00:54.865000: elapsed time make_last_task: 0.009\n", | |
"[INFO ] 2016-11-18 15:00:54.868000: timing make_first_task\n", | |
"[INFO ] 2016-11-18 15:00:55.748000: elapsed time make_first_task: 0.88\n", | |
"[INFO ] 2016-11-18 15:00:58.431000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:58.434000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:58.437000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:58.440000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:59.358000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:59.360000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:59.362000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:00:59.365000: Using connection to: localhost\n", | |
"[INFO ] 2016-11-18 15:01:00.280000: timing make_first_task\n", | |
"[INFO ] 2016-11-18 15:01:03.887000: elapsed time make_first_task: 3.607\n", | |
"[INFO ] 2016-11-18 15:01:04.075000: Dry run\n", | |
" \n", | |
"*** Profile stats marshalled to file '/var/folders/x6/p7mnf01514l7nkl52k9mlbbh0000gp/T/tmp0eb4jfsy'. \n" | |
] | |
} | |
], | |
"source": [ | |
"%snakeviz cli.test(args)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [conda env:provider_pipe]", | |
"language": "python", | |
"name": "conda-env-provider_pipe-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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