[–] kbesplv 1d ago ↗ Hi HN!I’m building this GPU checkpoint & restore tool to optimize vLLM cold start time for GPU neocloudsIt’s dead simple at UX:- Run warmctl build once in your CI/CD- warmctl push the warm image to any OCI registry- warmctl up on every new replica on GPU hostsThat’s it, so you can serve even Deepseek 4.1 or GLM 5.3 < 60 seconds
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[ 3.6 ms ] story [ 16.5 ms ] threadI’m building this GPU checkpoint & restore tool to optimize vLLM cold start time for GPU neoclouds
It’s dead simple at UX:
- Run warmctl build once in your CI/CD
- warmctl push the warm image to any OCI registry
- warmctl up on every new replica on GPU hosts
That’s it, so you can serve even Deepseek 4.1 or GLM 5.3 < 60 seconds