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Net2Tab: Tabularizing Neural Networks with Applications to Data Prefetching
Pengmiao Zhang +3 more
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Knowledge flows from science to AI technology: Identifying core and brokerage technological roles. [PDF]
Lee S, Hur J, Hwang J, Kogler DF, Kim K.
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Optimal prefetching via data compression
Journal of the ACM, 1996Caching and prefetching are important mechanisms for speeding up access time to data on secondary storage. Recent work in competitive online algorithms has uncovered several promising new algorithms for caching. In this paper, we apply a form of the competitive philosophy for the first time to the problem of prefetching to develop an ...
Vitter, Jeffrey Scott, Krishnan, P.
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Domino Temporal Data Prefetcher
2018 IEEE International Symposium on High Performance Computer Architecture (HPCA), 2018Big-data server applications frequently encounter data misses, and hence, lose significant performance potential. One way to reduce the number of data misses or their effect is data prefetching. As data accesses have high temporal correlations, temporal prefetching techniques are promising for them.
Mohammad Bakhshalipour +2 more
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Proceedings of the 21st international conference on Parallel architectures and compilation techniques, 2012
Hardware data prefetch engines are integral parts of many general purpose server-class microprocessors in the field today. Some prefetch engines allow the user to change some of their parameters. The prefetcher, however, is usually enabled in a default configuration during system bring-up and dynamic reconfiguration of the prefetch engine is not an ...
Victor Jiménez +5 more
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Hardware data prefetch engines are integral parts of many general purpose server-class microprocessors in the field today. Some prefetch engines allow the user to change some of their parameters. The prefetcher, however, is usually enabled in a default configuration during system bring-up and dynamic reconfiguration of the prefetch engine is not an ...
Victor Jiménez +5 more
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Buffer-referred Data Prefetching: An Effective Approach to Coverage-Driven Prefetching
2021 26th International Conference on Automation and Computing (ICAC), 2021This study about data prefetching focuses on maximizing the performance of modern processors by hiding cache misses. This paper suggests that improving prefetch coverage is an effective approach to achieve the goal. This work proposes to employ two simple buffers, block offset buffer and block address buffer, that leverage prefetch coverage. The offset
Jinhyun So, Mi Lu
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Priority-driven active data prefetching
18th International Parallel and Distributed Processing Symposium, 2004. Proceedings., 2004Summary form only given. Data cache misses reduce the performance of wide-issue processors by stalling the data supply to the processor. It is especially worse in the DSM environment. Prefetching data for the critical data address misses is one way to tolerate the cache miss latencies.
null Ming Zhu +3 more
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Energy-Efficient Hardware Data Prefetching
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2011Extensive research has been done in prefetching techniques that hide memory latency in microprocessors leading to performance improvements. However, the energy aspect of prefetching is relatively unknown. While aggressive prefetching techniques often help to improve performance, they increase energy consumption by as much as 30% in the memory system ...
Yao Guo +4 more
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Practical prefetching via data compression
Proceedings of the 1993 ACM SIGMOD international conference on Management of data, 1993An important issue that affects response time performance in current OODB and hypertext systems is the I/O involved in moving objects from slow memory to cache. A promising way to tackle this problem is to use prefetching , in which we predict the user's next page requests and get those pages into cache in the ...
Kenneth M. Curewitz +2 more
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