Giter VIP home page Giter VIP logo

jppgks / kfp-tekton Goto Github PK

View Code? Open in Web Editor NEW

This project forked from kubeflow/kfp-tekton

0.0 1.0 0.0 6.8 MB

Kubeflow Pipeline with Tekton backend. Enables SDK functionalities (Compile, Upload, Launch) and KFP UI with execution and artifact tracking

License: Apache License 2.0

Python 32.03% Shell 4.25% Makefile 0.29% Dockerfile 0.92% Go 24.87% Starlark 1.44% Smarty 0.14% Scala 0.24% Jupyter Notebook 3.34% JavaScript 0.47% TypeScript 31.41% HTML 0.53% PowerShell 0.06%

kfp-tekton's Introduction

Kubeflow Pipelines with Tekton

Project bringing Kubeflow Pipelines and Tekton together. The project is driven according to this design doc. The current code allows you run Kubeflow Pipelines with Tekton backend end to end.

  • Create your Pipeline using Kubeflow Pipelines DSL, and compile it to Tekton YAML.
  • Upload the compiled Tekton YAML to KFP engine (API and UI), and run end to end with logging and artifacts tracking enabled.

For more details about the project, including demos, please look at these slides and the deep dive presentation.

Tekton

The Tekton Pipelines project provides Kubernetes-style resources for declaring CI/CD-style pipelines. Tekton introduces several new Custom Resource Definitions (CRDs) including Task, Pipeline, TaskRun, and PipelineRun. A PipelineRun represents a single running instance of a Pipeline and is responsible for creating a Pod for each of its Tasks and as many containers within each Pod as it has Steps. Please look for more details in Tekton repo.

Kubeflow Pipeline with Tekton Backend

We are currently using Kubeflow Pipelines 1.0.0 and Tekton >= 0.14.0 for this project.

kfp-tekton

Get Started using Kubeflow Pipelines with Tekton

Install Kubeflow Pipelines with Tekton backend

Use KFP Tekton SDK

Run Samples

Available KFP DSL Features

Development Guides

Backend Developer Guide

SDK Developer Guide

Compilation Tests Status Report

Design Guides

Design Doc

KFP, Argo and Tekton Features Comparison

Community

Kubeflow Slack

CD Foundation MLOps Sig.

Instructions to join

References

Kubeflow and TFX Pipelines

Kubeflow and TFX Pipelines talk at Tensorflow World

kfp-tekton's People

Contributors

afrittoli avatar animeshsingh avatar ckadner avatar drewbutlerbb4 avatar fenglixa avatar jlewi avatar kevinyu98 avatar kfp-tekton-bot avatar kunalpatel1793 avatar nikenano avatar rafalbigaj avatar tomcli avatar vincent-pli avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.