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Pipeline orchestration

Flyte is a workflow automation platform for mission-critical data and machine learning processes at scale.

Use it when

  • You want to create reproducible ML pipelines for production.
  • You want a fault-tolerant platform with built-in fault recovery functions.
  • You want an open-source Kubernetes-native workflow automation platform.
  • You want a cloud-agnostic framework expandable with other tools.
  • You want Python, Java, and Scala SDK support.
  • You want a platform that natively understands data flow between tasks.
  • You want a reliable platform in edge case deployments and large-scale workflows.
  • You want support for DAG or Steps based declaration of workflows.

Example stacks

Airflow + MLflow stack

Installation

pip install flytekit

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