Skip to main content

A lightweight pipeline framework

Project description

PipeLayer

PipeLayer is a lightweight Python pipeline framework. Define a series of steps, and chain them together to create modular applications.

GitHub release (latest by date) PyPI - License)

Table of Contents

Installation

From the command line:

pip install pipelayer

Getting Started

Step 1: Create Pipeline Filters

hello_world_filters.py

from pipelayer import Filter


class HelloFilter(Filter):
    def run(self, data, context):
        return "Hello"


class WorldFilter(Filter):
    def run(self, data, context):
        return f"{data},  World!"

functions.py

def create_message_dict(data, context):
    return {"message": data}

Step 2: Create a Pipeline

Create a module to run the pipeline:

app.py

from pipelayer import Pipeline

from functions import create_message
from hello_world_filters import HelloFilter, WorldFilter


if __name__ = "__main__":
    hello_world_pipeline = Pipeline([
        HelloFilter,                           # pipeline.Filter type
        WorldFilter,                           # pipeline.Filter instance
        create_message_dict                    # function type
        lambda data, context: json.dumps(data) # anonymous function
    ])

    output = hello_world_pipeline.run()

    # output = '{"message": "Hello, World!"}'

    print(f"Pipeline Output: {output}")
    print(hello_world_pipeline.manifest.__dict__)

Step 3: Run the Pipeline

from the command line:

run app.py

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pipelayer-0.5.1.tar.gz (10.5 kB view hashes)

Uploaded Source

Built Distribution

pipelayer-0.5.1-py3-none-any.whl (12.2 kB view hashes)

Uploaded Python 3

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page