couler

Couler is a system for unified machine learning workflow optimization in the cloud, offering a consistent interface across various workflow engines like Argo Workflows, Tekton Pipelines, and Apache Airflow. It enhances efficiency through features such as autonomous construction, artifact caching, and auto-parallelism optimization, though it primarily supports Argo Workflows currently.

couler sits in the Workflow Automation category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward Unified programming interface for cross-engine workflow definition.. A representative use case is Simplifying and unifying machine learning workflow development across diverse cloud engines.. The listed license is Apache-2.0. GitHub stars are currently 943. Relevant tags include ML Workflow, Cloud.