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Orchestration of ML workloads via Cloud Composer & GKE Kueue

October 24, 2024

Our presentation demonstrates efficient ML workload orchestration using Cloud Composer (managed Airflow) and GKE Kueue. After brief introductions to GKE Kueue and Cloud Composer, it dives into a practical example: LoRA FineTuning of Gemma models. This ML workflow, implemented as an Airflow DAG, includes benchmarking and uploading results to VertexAI. A step-by-step guide and recorded demo complete the presentation, offering a comprehensive understanding of the process.

About the speakers

Piotr Leśniak

Piotr Leśniak

Sr Staff Software Engineer at Google
Staff Software Engineer, ex-Akamai, ex-Qualtrics currently working in Google, experienced in distributed and microservice architecture. Focusing on scalability, operational excellence and high quality of delivered…
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Michał Wysokiński

Michał Wysokiński

Software Engineering Manager at Google
Michal Wysokinski is a Software Engineer and Engineering Leader currently leading the development of Kueue at Google, where his mission is to make Kubernetes the…
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