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Open Source Workflow Engine for Kubernetes

Argo Workflows is a powerful open source tool for orchestrating parallel jobs on Kubernetes, ideal for machine learning and CI/CD tasks.

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Summary

Argo Workflows is an open source container-native workflow engine designed for orchestrating parallel jobs on Kubernetes. It is implemented as a Kubernetes Custom Resource Definition (CRD), allowing users to define workflows where each step is a container. This enables the modeling of multi-step workflows as a sequence of tasks or capturing dependencies between tasks using a directed acyclic graph (DAG).

Key features:

  • Light-weight and scalable - optimized for container environments.
  • Artifact support - integrates with various storage solutions like S3 and Azure Blob Storage.
  • Workflow templating - allows storage of commonly used workflows.
  • Scheduled workflows - enables cron-based scheduling.
  • REST API - provides a server interface for workflow management.
  • Step-level input & outputs - manage artifacts and parameters effectively.
  • Retry and resubmit capabilities - enhances workflow reliability.
  • Community support - monthly meetings and extensive documentation.

Argo Workflows is widely used for various applications including machine learning pipelines, data processing, and CI/CD automation, making it a versatile tool for organizations leveraging Kubernetes.

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