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A Python library to parse strings and extract information from structured/unstructured data
|Join the chat at https://gitter.im/garyelephant/pygrok|
A Python library to parse strings and extract information from structured/unstructured data
.. code:: Bash
$ pip install pygrok
or download, uncompress and install pygrok from
here <https://github.com/garyelephant/pygrok/releases/latest>
__:
.. code:: Bash
$ tar zxvf pygrok-xx.tar.gz
$ cd pygrok_dir
$ sudo python setup.py install
.. code:: Python
from pygrok import Grok
text = 'gary is male, 25 years old and weighs 68.5 kilograms'
pattern = '%{WORD:name} is %{WORD:gender}, %{NUMBER:age} years old and weighs %{NUMBER:weight} kilograms'
grok = Grok(pattern)
print grok.match(text)
# {'gender': 'male', 'age': '25', 'name': 'gary', 'weight': '68.5'}
Pretty Cool !
Numbers can be converted from string to int
or float
if you use
%{pattern:name:type}
syntax, such as %{NUMBER:age:int}
.. code:: Python
from pygrok import Grok
text = 'gary is male, 25 years old and weighs 68.5 kilograms'
pattern = '%{WORD:name} is %{WORD:gender}, %{NUMBER:age:int} years old and weighs %{NUMBER:weight:float} kilograms'
grok = Grok(pattern)
print grok.match(text, pattern)
# {'gender': 'male', 'age': 25, 'name': 'gary', 'weight': 68.5}
Now age
is of type int
and weight
is of type float
.
Awesome !
Some of the pattern you can use are listed here:
::
`WORD` means \b\w+\b in regular expression.
`NUMBER` means (?:%{BASE10NUM})
`BASE10NUM` means (?<![0-9.+-])(?>[+-]?(?:(?:[0-9]+(?:\.[0-9]+)?)|(?:\.[0-9]+)))
other patterns such as `IP`, `HOSTNAME`, `URIPATH`, `DATE`, `TIMESTAMP_ISO8601`, `COMMONAPACHELOG`..
See All patterns here <./pygrok/patterns>
__
You can also have custom pattern, see these codes <https://github.com/garyelephant/pygrok/blob/master/tests/test_pygrok.py#L97>
__.
Beause python re module does not support regular expression syntax
atomic grouping(?>),so pygrok requires
regex <https://pypi.python.org/pypi/regex/2014.06.28>
__ to be
installed.
pygrok is inspired by Grok <https://github.com/jordansissel/grok>
__
developed by Jordan Sissel. This is not a wrapper of Jordan Sissel's
Grok and totally implemented by me.
Grok is a simple software that allows you to easily parse strings, logs and other files. With grok, you can turn unstructured log and event data into structured data.Pygrok does the same thing.
I recommend you to have a look at logstash filter grok <https://www.elastic.co/guide/en/logstash/current/plugins-filters-grok.html>
__,
it explains how Grok-like thing work.
pattern files come from logstash filter grok's pattern files <https://github.com/logstash-plugins/logstash-patterns-core/tree/master/patterns>
__
fork <https://github.com/garyelephant/pygrok/fork>
__, improve the
code, then make a pull request.Issue tracker <https://github.com/garyelephant/pygrok/issues>
__::
mail:garygaowork@gmail.com
twitter:@garyelephant
Thanks to all contributors <https://github.com/garyelephant/pygrok/graphs/contributors>
__
.. |Build Status| image:: https://travis-ci.org/garyelephant/pygrok.svg?branch=master :target: https://travis-ci.org/garyelephant/pygrok .. |Join the chat at https://gitter.im/garyelephant/pygrok| image:: https://badges.gitter.im/Join%20Chat.svg :target: https://gitter.im/garyelephant/pygrok?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge
FAQs
A Python library to parse strings and extract information from structured/unstructured data
We found that pygrok demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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