Affiliation:
1. University of Massachusetts Amherst, Amherst, Massachusetts, USA
Abstract
Chip multiprocessors (CMP)
with more cores have more traffic to the
last-level cache (LLC)
. Without a corresponding increase in LLC bandwidth, such traffic cannot be sustained, resulting in performance degradation. Previous research focused on data placement techniques to improve access latency in
Non-Uniform Cache Architectures (NUCA)
. Placing data closer to the referring core reduces traffic in cache interconnect. However, earlier data placement work did not account for the frequency with which specific memory references are accessed. The difficulty of tracking access frequency for all memory references is one of the main reasons why it was not considered in NUCA data placement.
In this research, we present a hardware-assisted solution called
ACTION (
A
daptive
C
ache Block Migra
tion
)
to track the access frequency of individual memory references and prioritize placement of frequently referred data closer to the affine core. ACTION mechanism implements cache block migration when there is a detectable change in access frequencies due to a shift in the program phase. ACTION counts access references in the LLC stream using a simple and approximate method and uses a straightforward placement and migration solution to keep the hardware overhead low. We evaluate ACTION on a 4-core CMP with a 5x5 mesh LLC network implementing a partitioned D-NUCA against workloads exhibiting distinct asymmetry in cache block access frequency. Our simulation results indicate that ACTION can improve CMP performance by up to 7.5% over
state-of-the-art (SOTA)
D-NUCA solutions.
Funder
National Science Foundation
Publisher
Association for Computing Machinery (ACM)
Subject
Hardware and Architecture,Information Systems,Software
Reference32 articles.
1. Rajeev Balasubramonian, Viji Srinivasan, Sandhya Dwarkadas, and Alper Buyuktosunoglu. 2003. Hot-and-cold: Using criticality in the design of energy-efficient caches. In International Workshop on Power-Aware Computer Systems. Springer, 180–195.
2. Bradford M. Beckmann and David A. Wood. 2004. Managing wire delay in large chip-multiprocessor caches. In 37th International Symposium on Microarchitecture (MICRO-37’04). IEEE, 319–330.
3. Nathan Beckmann and Daniel Sanchez. 2013. Jigsaw: Scalable software-defined caches. In Proceedings of the 22nd International Conference on Parallel Architectures and Compilation Techniques. IEEE, 213–224.
4. Christian Bienia, Sanjeev Kumar, and Kai Li. 2008. Parsec vs. splash-2: A quantitative comparison of two multithreaded benchmark suites on chip-multiprocessors. In 2008 IEEE International Symposium on Workload Characterization. IEEE, 47–56.
Cited by
2 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献