SkyPilot Pools enables distributed video segmentation using Meta's SAM3 model across multiple Kubernetes clusters and cloud providers. The feature creates a unified fleet of GPU workers that share setup and automatically distribute batch jobs, eliminating cold starts and maximizing GPU utilization. The tutorial demonstrates
Table of contents
SAM3: A foundation model for video segmentation #The single-GPU bottleneck #Distributed batch inference with SkyPilot pools #Setting up multi-cloud infrastructure #Implementation #Running the pipeline #Results #How SkyPilot Pools unlocks capacity and boosts throughput #Adapting for other use cases #Resources #Sort: