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AllocationRequest -> MemoryAllocation
Serve variable-sized tensor allocations from a pre-allocated pool of pinned host and device memory.
Problem it solves
Frequent CUDA allocations for dynamic batch sizes or varying image dimensions trigger costly driver synchronization.
Consumes
Emits
Establishes
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.