Collective Memory Transfers for Multi-Core Chips | |
Michelogiannakis, George ; Williams, Alexander ; Shalf, John | |
关键词: DRAM; access stream; stencils; memory bandwidth; collective transfers; | |
DOI : 10.2172/1164908 RP-ID : LBNL-6485E PID : OSTI ID: 1164908 |
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学科分类:数学(综合) | |
美国|英语 | |
来源: SciTech Connect | |
【 摘 要 】
Future performance improvements for microprocessors have shifted from clock frequency scaling towards increases in on-chip parallelism. Performance improvements for a wide variety of parallel applications require domain-decomposition of data arrays from a contiguous arrangement in memory to a tiled layout for on-chip L1 data caches and scratchpads. How- ever, DRAM performance suffers under the non-streaming access patterns generated by many independent cores. We propose collective memory scheduling (CMS) that actively takes control of collective memory transfers such that requests arrive in a sequential and predictable fashion to the memory controller. CMS uses the hierarchically tiled arrays formal- ism to compactly express collective operations, which greatly improves programmability over conventional prefetch or list- DMA approaches. CMS reduces application execution time by up to 32% and DRAM read power by 2.2??, compared to a baseline DMA architecture such as STI Cell.
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