vLLM cold starts on RunPod cut to 14s: DMTCP snapshots where CRIU fails

kbesplv · reddit · 2026-11-01

warmctl shipped a lightweight second backend that snapshots a warmed-up vLLM process to a network volume, letting new pods restore in seconds instead of minutes. Demo: Qwen3-32B on 2×L40S serving in 14s (TP=2) via DMTCP, since CRIU doesn't work on RunPod. Practical for self-hosting LLMs on cloud GPU platforms.

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