Running the GPU Fleet: Operating GPU Clusters for AI with Container Orchestration, Scheduling, Observability, and Failure Management

ChatStick Team

Aug 2026 · ChatStick Team

Ebook

Pages

About this ebook

Supercharge your AI infrastructure with the ultimate guide to GPU cluster operations. 'Running the GPU Fleet' is a highly practical manual designed for systems engineers, site reliability engineers (SREs), and DevOps professionals who manage expensive, high-density accelerator environments. Learn to deploy and scale Kubernetes clusters optimized for AI workloads, utilize NVIDIA GPU Operators, master Multi-Instance GPU (MIG) setups, and implement gang scheduling with tools like Kueue and Volcano. Discover how to troubleshoot NCCL hangs, diagnose InfiniBand networking bottlenecks, and utilize DCGM, Prometheus, and Grafana for deep observability. Whether you are running complex LLM training jobs or optimizing high-throughput inference engines across Hopper (H100, H200) or Blackwell (B200) platforms, this book delivers the battle-tested playbooks you need to eliminate downtime, maximize hardware utilization, and control cloud compute costs.

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About the author

About the Author

Our dedicated team of historians, researchers, and writers at ChatStick has come together to bring you an exceptional series on world history. With a shared passion for knowledge and a deep appreciation for the rich tapestry of human history, we are committed to crafting engaging and insightful books that transport readers through time.

Led by our team leader, Choochai Thianthae, who holds a wealth of experience in historical research and writing, our team is driven by a collective vision to make history accessible and captivating for readers of all backgrounds. We believe that understanding the past is crucial to understanding our present and shaping a better future.

Inspiration for our series stems from the awe-inspiring stories, events, and individuals who have shaped civilizations across the globe. We draw inspiration from the courage of ancient warriors, the intellectual brilliance of philosophers, the artistic genius of visionaries, and the indomitable spirit of those who fought for justice and equality.

Our team combines rigorous research with a commitment to storytelling, ensuring that our books not only present facts but also breathe life into the characters, cultures, and events of the past. We strive to provide a holistic view of history, encompassing political, social, economic, and cultural aspects, enabling readers to develop a comprehensive understanding of the world's intricate historical tapestry.

We are inspired by the belief that history is a powerful tool for personal growth and societal progress. Through our books, we aim to ignite curiosity, foster critical thinking, and encourage a deep appreciation for the diverse stories and experiences that have shaped human civilization.

Join us on this exciting journey through time as we unravel the mysteries, triumphs, and lessons of our shared past. The ChatStick Team is honored to share this series with you, and we hope that our books inspire a lifelong love for history and a greater understanding of the world we inhabit.

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About the Author Our dedicated team of historians, researchers, and writers at ChatStick has come together to bring you an exceptional series on world history. With a shared passion for knowledge and a deep appreciation for the rich tapestry of human history, we are committed to crafting engaging...

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