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The CLAIMED component compiler (C3) generates container images, KFP components, and Kubernetes jobs.

Project description

OpenSSF Best Practices GitHub

C3 - the CLAIMED Component Compiler

TL;DR

  • takes arbitrary assets (Jupyter notebooks, python scripts, R scripts) as input
  • automatically creates container images and pushes to container registries
  • automatically installs all required dependencies into the container image
  • creates KubeFlow Pipeline components (target workflow execution engines are pluggable)
  • creates Kubernetes job configs for execution on Kubernetes/Openshift clusters
  • can be triggered from CICD pipelines

To learn more on how this library works in practice, please have a look at the following video

Related work

Ploomber

Orchest

Getting started

Install

pip install claimed

Usage

Just run the following command with your python script or notebook:

c3_create_operator "<your-operator-script>.py" --repository "<registry>/<namespace>"

Your code needs to follow certain requirements which are explained in Getting Started.

Getting Help

c3_create_operator --help

We welcome your questions, ideas, and feedback. Please create an issue or a discussion thread. Please see VULNERABILITIES.md for reporting vulnerabilities.

Contributing to CLAIMED

Interested in helping make CLAIMED better? We encourage you to take a look at our Contributing page.

License

This software is released under Apache License v2.0.

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