Unverified60% confidenceFactExact time
Cold starts for GPU instances typically take several minutes, whereas CPU instances can start within seconds
2
Sources
60%
Confidence
Long-term
Relevance
8/14/2026
First Seen
Sources
Aquifer开源：为突发GPU推理负载削峰填谷的流量平滑方案
Related Claims
VerifiedVM cold starts typically take several seconds to tens of seconds, whereas containers often complete in milliseconds.75% similarUnverifiedIn scenarios of pure GPU inference combined with low concurrency, the CPU preprocessing time may be only a few tens of milliseconds or even lower, which is negligible relative to the entire request's generation time of several seconds75% similarUnverifiedFor large models, a cold start during rollback (pulling weights, loading GPU memory, warming up the inference engine) can take several minutes72% similarVerifiedThe cold start time of native binary files is typically in the millisecond range, whereas the cold start latency of Python- or Node.js-based tools is often in the range of hundreds of milliseconds to several seconds.72% similar
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