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Kubeflow Pipelines on Tekton

kubeflow
kubeflow
pushedAt 3 hours ago

kubeflow/kfp-tekton

Kubeflow Pipelines on 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 please follow this detailed blog post. For latest information and supported offerings, please follow the Kubeflow Pipelines on Tekton 1.0 release blog. Additionally, look at these slides as well as this deep dive presentation for demos.

Note: If you are interested in a sister project built on top of Kubeflow Pipelines with Tekton, please try Machine Learning eXchange (MLX), Data and AI Assets Catalog and Execution Engine. It introduces a 'Component Registry' for Kubeflow Pipelines, amongst other things.

Architecture

We are currently using Kubeflow Pipelines 1.7.0 and Tekton >= 0.27.0 for this project.

kfp-tekton

Kubeflow Pipelines is a platform for building and deploying portable, scalable machine learning (ML) workflows. More architectural details about the Kubeflow Pipelines can be found on Kubeflow website

The Tekton Pipelines project provides Kubernetes-style resources for declaring CI/CD-style pipelines. Tekton introduces several 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.

Get Started using Kubeflow Pipelines on Tekton

Install Kubeflow Pipelines with Tekton backend

KFP Tekton Pipelines User Guide

Use KFP Tekton SDK

Run Samples

Available KFP DSL Features

Tekton Specific 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

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