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Modal + Mistral 3: 10x faster cold starts with GPU snapshotting

Dec 2, 2025
Modal + Mistral 3: 10x faster cold starts with GPU snapshotting
SummaryAI, from the source post

This post introduces and details the implementation of GPU memory snapshotting as an alpha feature within Modal's serverless GPU inference platform. It demonstrates a nearly 10x reduction in median cold start times for Mistral 3 3B models served via vLLM, reducing it from approximately 118 seconds to 12 seconds. The mechanism involves enabling Sleep Mode for the vLLM server and setting `experimental_options={'enable_gpu_snapshot': True}` to shift GPU memory to CPU memory for snapshotting, enabling faster restoration on subsequent starts.

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