SemCache: Semantics-Aware Caching for Efficient GPU Offloading
Nabeel Al-Saber
Broschiertes Buch

SemCache: Semantics-Aware Caching for Efficient GPU Offloading

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In this book, we introduce SemCache, a semantics-aware GPU cache that automatically manages CPU-GPU communication in addition to optimizing communication by eliminating redundant transfers using caching. It uses library semantics to determine the appropriate caching granularity for a given offloaded library. Our caching technique is efficient; it only tracks matrices instead of tracking every memory access at fine granularity. We applied SemCache to Basic Linear Algebra Subprograms (BLAS) library to provide a GPU drop-in replacement library. SemCache++ extends SemCache to support offloading to...