Self-Hosting Inference with Ray Serve: Python Service Graphs, GPU Scheduling, and Autoscaling
Ray Serve is a distributed serving layer on Ray. Deployments and handles compose Python service graphs, while replicas, CPU/GPU scheduling, autoscaling, and model multiplexing handle orchestration; it complements rather than replaces vLLM or SGLang.