Abstract
DRAM technology faces density and power challenges to increase
capacity because of limitations of physical cell design.
To overcome these limitations, system designers are exploring
alternative solutions that combine DRAM and emerging
NVRAM technologies. Previous work on heterogeneous
memories focuses, mainly, on two system designs: PCache,
a hierarchical, inclusive memory system, and HRank, a flat,
non-inclusive memory system. We demonstrate that neither
of these designs can universally achieve high performance
and energy efficiency across a suite of HPC workloads. In
this work, we investigate the impact of a number of multilevel
memory designs on the performance, power, and energy
consumption of applications. To achieve this goal and overcome
the limited number of available tools to study heterogeneous
memories, we created HMsim, an infrastructure that
enables n-level, heterogeneous memory studies by leveraging
existing memory simulators. We, then, propose HpMC,
a new memory controller design that combines the best aspects
of existing management policies to improve performance
and energy. Our energy-aware memory management
system dynamically switches between PCache and HRank
based on the temporal locality of applications. Our results
show that HpMC reduces energy consumption from 13% to
45% compared to PCache and HRank, while providing the
same bandwidth and higher capacity than a conventional
DRAM system.
Original language | English |
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Title of host publication | Proceedings of the First ACM International Symposium on Memory Systems |
Publisher | Association for Computing Machinery |
Pages | 167-178 |
Number of pages | 12 |
ISBN (Print) | 978-1-4503-3604-8 |
DOIs | |
Publication status | Published - Oct 2015 |
Event | MEMSYS15 The International Symposium on Memory Systems - Washington, United States Duration: 05 Oct 2015 → 08 Oct 2015 |
Conference
Conference | MEMSYS15 The International Symposium on Memory Systems |
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Country/Territory | United States |
City | Washington |
Period | 05/10/2015 → 08/10/2015 |