Web Reference: You're not using multiprocessing in your DataLoader, which means that most of the work is done synchronously on main thread anyway, trumping the memory transfer costs. In contrast to pageable memory, a pinned (or page-locked or non-pageable) memory is a type of memory that cannot be swapped out to disk. It allows for faster and more predictable access times, but has the downside that it is more limited than the pageable memory (aka the main memory). Apr 28, 2025 · Allocating pinning large tensors (>2 GB on my machine) crashes with "CUDA error: invalid arguement". Also, it seems to allocate additional memory compared to the actual tensor size, maybe due to 150517. Memory that is not freed after the crash, requiring a reboot to clear.
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