Pipeline framework.
Project description
ppline
1. About
ppline can trigger your python modules in any specified order, making it look like a pipeline!
1.1. Installation
pip install ppline
1.2. How it works
Ppline takes configuration of your pipeline from .yml file, so you have to create it in your root directory in the following form:
steps:
[step name]:
exec: [relative path to a file]:[class to execute]
[step name]:
exec: [relative path to a file]:[class to execute]
[step name]:
exec: [relative path to a file]:[class to execute]
Here is the example:
steps:
preProcessing:
exec: src/preprocessing.py:Extract
kMeans:
exec: src/models.py:Kmeans
hyperTuning:
exec: src/tuning.py:GridSearch
Any executable class should have a method _exec()
, because ppline is searching for that method to execute. Hence:
class SomeFunction(object):
def sum(self):
a=2
b=4
self.c=a+b
def divide(self):
f=4
self.d = self.c/f
def _exec(self):
self.sum()
self.divide()
1.3. How to use
In your working directory write:
python -m ppline.cli --pipeline_config file.yml
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