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最后，The numbers make the problem concrete. Each request pre-allocates 1024 MB but uses only 250 MB — 24.4% utilisation. The remaining 774 MB sits reserved for the entire duration of the request, unavailable to any other request. Across 100 concurrent users, that is 75 GB of GPU memory doing nothing. This is not an edge case — it is the default behavior of every system that does not implement paged allocation, and it is exactly why naive serving systems hit an OOM wall long before the GPU is computationally saturated.
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