Tuesday, June 25, 2024
HomeGolangKubernetes-native workflow automation platform for advanced, mission-critical knowledge and ML processes at...

Kubernetes-native workflow automation platform for advanced, mission-critical knowledge and ML processes at scale.

A Golang primarily based structured programming and distributed processing platform that allows extremely concurrent, scalable, and maintainable workflows for Machine Studying and Knowledge Processing. It’s a material that connects disparate computation backends utilizing a type-safe knowledge dependency graph. It information all adjustments to a pipeline, making it attainable to rewind time. It additionally shops a historical past of all executions and offers an intuitive UI, CLI, and REST/gRPC API to work together with the computation.

Flyte is greater than a workflow engine — it makes use of workflow as a core idea, and process (a single unit of execution) as a top-level idea. A number of duties organized in a knowledge producer-consumer order create a workflow.

Workflows and Duties could be written in any language, with out-of-the-box help for Golang, Python, Java, and Scala. Flyte was designed to handle the complexity of Knowledge and ML groups and guarantee they sustain their excessive velocity of delivering business-impacting options. A method it achieves that is by separating the management aircraft from the consumer aircraft. Thus, each group can provide Flyte as a service to end-users the place extra infrastructure-focused people handle the service. On the similar time, the customers use the intuitive interface of Flytekit.

Why utilizing the Golang primarily based Flyte

  • Kubernetes-native workflow automation platform
  • Knowledge-aware and strongly-typed
  • Ergonomic SDKs in Python, Java, and Scala
  • Versioned, auditable, and reproducible pipelines
  • Useful resource-aware and deployments at scale


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