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https://github.com/andychase/pipeless
Simple pipeline building framework
https://github.com/andychase/pipeless
Last synced: 1 day ago
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Simple pipeline building framework
- Host: GitHub
- URL: https://github.com/andychase/pipeless
- Owner: andychase
- License: mit
- Created: 2013-11-04T22:46:40.000Z (about 11 years ago)
- Default Branch: master
- Last Pushed: 2016-04-20T15:52:13.000Z (over 8 years ago)
- Last Synced: 2024-12-21T20:50:13.933Z (7 days ago)
- Language: Python
- Homepage: https://andychase.me/pipeless
- Size: 407 KB
- Stars: 129
- Watchers: 10
- Forks: 6
- Open Issues: 0
-
Metadata Files:
- Readme: readme.rst
- License: LICENSE.txt
Awesome Lists containing this project
README
Pipeless
========
*A simple library for building a data pipeline.*
|Build Status|
It's an advanced version of this:
``function4(function3(function2(function1(0))))``
It looks like this:
.. code-block:: python
from pipeless import pipeline
error_handler = lambda item, exception: None
function, run, _ = pipeline(error_handler)
@function
def add_one(_):
return _ + 1
list(run([1, 2, 3])) # [2, 3, 4]
@function
def doubler(_):
yield _
yield _ * 2
list(run([1, 2, 3])) # [2, 4, 3, 6, 4, 8]
* Pipelines operate over a source iterator (like a generator or a list).
* Functions can return 1 Item, None to drop the item, or
a generator. If a generator is given, the items all continue along the pipeline,
creating a fork.
::
+-----------------------------------+
| |
| add_one doubler |
| [1]--|-2----\-----2 |
| Input -----4 |
| Output [2,4] |
| |
+-----------------------------------+
* All exception are caught and handled by the optional ``error_handler`` input argument
to prevent one broken item from stopping the flow. If the handler returns something,
that something continues on down the pipeline.
* Functions can be grouped with an optional argument on the annotator i.e. ``@function('my_group')``.
Set up your functions this way and you can skip groups with the ``function_groups_to_skip`` argument
on the pipeline runner.
See the docstrings in ``pipeline.py`` for more information!
Versions:
- *2.0* Removed cli generator and optional tuples
- *1.1* Function builders optional.
- *1.0.1* Fixed ordering problem.
Installation
~~~~~~~~~~~~
Supports Python 2.6, 2.7, 3.x, pypy.
.. code-block:: bash
pip install pipeless
or copy ``pipeless.py`` into your project.
Support
~~~~~~~
Need some help? Send me an email at [email protected] and I'll do my best to help you.
Contribution
~~~~~~~~~~~~
Send me suggestions, issues, and pull requests on Github and I'll gladly review them!
Licence
~~~~~~~
The MIT License (MIT)
Copyright (c) 2013 Andrew Chase
Permission is hereby granted, free of charge, to any person obtaining a
copy of this software and associated documentation files (the
"Software"), to deal in the Software without restriction, including
without limitation the rights to use, copy, modify, merge, publish,
distribute, sublicense, and/or sell copies of the Software, and to
permit persons to whom the Software is furnished to do so, subject to
the following conditions:
The above copyright notice and this permission notice shall be included
in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
.. |Build Status| image:: https://travis-ci.org/andychase/pipeless.svg?branch=master
:target: https://travis-ci.org/andychase/pipeless