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Characterizing output bottlenecks in a supercomputer

Bing Xie, Jeffrey Chase, David Dillow, Oleg Drokin, Scott Klasky, Sarp Oral, Norbert Podhorszki
<span title="">2012</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zigbcra6rjdivda6lkzknwuo5q" style="color: black;">2012 International Conference for High Performance Computing, Networking, Storage and Analysis</a> </i> &nbsp;
This paper characterizes the data absorption behavior of a center-wide shared Lustre parallel file system on the Jaguar supercomputer.  ...  We then examine the implications of our results for application performance and the design of I/O middleware systems on shared supercomputers.  ...  Our goal is to characterize the multi-stage write pipeline in a petascale file system, and locate write absorption bottlenecks that influence design choices and configuration choices for adaptive middleware  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sc.2012.28">doi:10.1109/sc.2012.28</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sc/XieCDDKOP12.html">dblp:conf/sc/XieCDDKOP12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vvknb44fx5gvhny2s777cf5s7a">fatcat:vvknb44fx5gvhny2s777cf5s7a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150813042325/http://www.cs.duke.edu:80/~bingxie/bing-sc12/bing-sc.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f5/ff/f5ffa92dfa5fabbc4276519ad9222c33c0459538.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sc.2012.28"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Antidumping in Supercomputers or Supercomputing in Antidumping? The Cray-NEC Case

Jean-Christophe Maur, Patrick A. Messerlin
<span title="">1999</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tol7woxlqjeg5bmzadeg6qrg3e" style="color: black;">Social Science Research Network</a> </i> &nbsp;
Supercomputers as a product do not seem really subject to markets. The number of transactions, realized through auctioning, is very small, and the products sold are highly diversified.  ...  in the context of a product where antidumping could be a likely policy option -though such a policy is probably a second best option.  ...  The dumping case and its implications We review in this section the most important issues raised during the course of the antidumping case, beginning with the aftermath of the case and some future implications  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.920990">doi:10.2139/ssrn.920990</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6aqarx6emfbgzb2adyx2oesicy">fatcat:6aqarx6emfbgzb2adyx2oesicy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808222258/http://www.ecipe.org/app/uploads/2014/12/Maur_Messerlin-antidumping_supercomputers_maur.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c7/60/c760ef6eda037a8560f089cdf2f45f0e2634f059.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.920990"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ssrn.com </button> </a>

Peacock: a customizable MapReduce for multicore platform

Song Wu, Yaqiong Peng, Hai Jin, Jun Zhang
<span title="2014-06-21">2014</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qhbautqnvzgwvm3vvdvieylhwq" style="color: black;">Journal of Supercomputing</a> </i> &nbsp;
In this paper, we refine the workload characterization from Phoenix++ according to the attributes of key-value pairs, and give a demonstration that the refined workload characterization model covers all  ...  Compared to the cluster version, MapReduce does not have bottlenecks in disk and network I/O on single multicore machine, and it is more sensitive to characteristics of workloads.  ...  -We introduce a MapReduce workload characterization model, which can provide implications on the appropriate execution flow for different classes of workloads.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11227-014-1238-2">doi:10.1007/s11227-014-1238-2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ksqwlzwddbgzbhk6iygknmq4nu">fatcat:ksqwlzwddbgzbhk6iygknmq4nu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170829112115/http://grid.hust.edu.cn/wusong/file/JoS(Peng).pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9c/83/9c83d272c81a480e2edf1c34aee67526ce5c5a63.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11227-014-1238-2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Input/output characteristics of scalable parallel applications

Phyllis E. Crandall, Ruth A. Aydt, Andrew A. Chien, Daniel A. Reed
<span title="">1995</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zigbcra6rjdivda6lkzknwuo5q" style="color: black;">Proceedings of the 1995 ACM/IEEE conference on Supercomputing (CDROM) - Supercomputing &#39;95</a> </i> &nbsp;
We conclude with a discussion of the broad spectrum of access patterns and their profound implications for parallel le caching and prefetching schemes.  ...  Indeed, for many otherwise scalable parallel applications, input/output is emerging as a major performance bottleneck.  ...  Acknowledgments We thank the members of the Scalable I/O Initiative who provided us with the applications examined in this paper. In particular, the elec-  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/224170.224396">doi:10.1145/224170.224396</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sc/CrandallACR95.html">dblp:conf/sc/CrandallACR95</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/m7oxxjlcdbhjrpz5leyg2nm6gy">fatcat:m7oxxjlcdbhjrpz5leyg2nm6gy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20030509163816/http://www.supercomp.org:80/sc95/proceedings/613_DREE/SC95.PDF" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d5/3d/d53dac2cafd2645843dc62c4e11bcb355da3a7ce.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/224170.224396"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Dynamic file-access characteristics of a production parallel scientific workload

David Kotz, Nils Nieuwejaar
<span title="">1994</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vefavvdlargfbcqsdx4eyh5yoq" style="color: black;">Supercomputing, Proceedings</a> </i> &nbsp;
Our instrumentation di ers from previous e orts in that it collects information about every I/O request and about the mix of jobs running in a production environment.  ...  We also present the results of a trace-driven caching simulation and recommendations for designers of multiprocessor le systems.  ...  Many thanks also to Mike Best, Carla Ellis, Sam Fineberg, Orran Krieger, Apratim Purakayastha, Bernard Traversat, and the rest of the CHARISMA group for their helpful discussions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/602770.602876">doi:10.1145/602770.602876</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/l6pjbihmmrggjjaiaedlkhj7zy">fatcat:l6pjbihmmrggjjaiaedlkhj7zy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922230058/http://www1.cs.dartmouth.edu/~dfk/papers/kotz-workload.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/56/25/5625ced6e54b6d4e043779a280739c8326481033.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/602770.602876"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Dynamic file-access characteristics of a production parallel scientific workload

David Kotz, Nils Nieuwejaar
<span title="">1994</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vefavvdlargfbcqsdx4eyh5yoq" style="color: black;">Supercomputing, Proceedings</a> </i> &nbsp;
Our instrumentation di ers from previous e orts in that it collects information about every I/O request and about the mix of jobs running in a production environment.  ...  We also present the results of a trace-driven caching simulation and recommendations for designers of multiprocessor le systems.  ...  Many thanks also to Mike Best, Carla Ellis, Sam Fineberg, Orran Krieger, Apratim Purakayastha, Bernard Traversat, and the rest of the CHARISMA group for their helpful discussions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/602875.602876">doi:10.1145/602875.602876</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jnrofkz2afcdvdgvonzhntg56a">fatcat:jnrofkz2afcdvdgvonzhntg56a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922230058/http://www1.cs.dartmouth.edu/~dfk/papers/kotz-workload.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/56/25/5625ced6e54b6d4e043779a280739c8326481033.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/602875.602876"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

The exigency of benchmark and compiler drift

Joshua J. Yi, Hans Vandierendonck, Lieven Eeckhout, David J. Lilja
<span title="">2006</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sq4a52jknfqpfyjfszyrlkedm" style="color: black;">Proceedings of the 20th annual international conference on Supercomputing - ICS &#39;06</a> </i> &nbsp;
product (EDP) as the optimization criterion.  ...  Finally, we make a few recommendations to help computer architects minimize the effects of benchmark and compiler drift.  ...  Then we applied a P&B design to both sets of binaries to characterize their performance bottlenecks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1183401.1183414">doi:10.1145/1183401.1183414</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ics/YiVEL06.html">dblp:conf/ics/YiVEL06</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/76dzpo25f5hjniu6324odn6jmy">fatcat:76dzpo25f5hjniu6324odn6jmy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20100626072929/http://www.arctic.umn.edu/papers/drift-ics06.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9d/cc/9dcc69abb9110d7bd139c71a8a3aa88faaada499.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1183401.1183414"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

DASH: a Recipe for a Flash-based Data Intensive Supercomputer

Jiahua He, Arun Jagatheesan, Sandeep Gupta, Jeffrey Bennett, Allan Snavely
<span title="">2010</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zigbcra6rjdivda6lkzknwuo5q" style="color: black;">2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis</a> </i> &nbsp;
We present here an overview of the design of DASH, an analysis of its cost efficiency, then a detailed recipe for how we designed and tuned it for high data-performance, lastly show that running data-intensive  ...  To address this problem we designed and built a prototype data intensive supercomputer named DASH that exploits flash-based Solid State Drive (SSD) technology and also virtually aggregated DRAM to fill  ...  This work was sponsored in part by National Science Foundation under NSF OCI #0951583 entitled -I/O Modeling EAGER‖ and by NSF OCI #0910847 entitled -Gordon: A Data Intensive Supercomputer‖.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sc.2010.16">doi:10.1109/sc.2010.16</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sc/HeJGBS10.html">dblp:conf/sc/HeJGBS10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e4kb3h6utfg2vnf6xyuu3fsf7i">fatcat:e4kb3h6utfg2vnf6xyuu3fsf7i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922040605/http://cseweb.ucsd.edu/~j2he/papers/sc10.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/aa/25/aa25b0501ca4b8e62ef1633af8b7e119cec68ca1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sc.2010.16"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

HeDPM: load balancing of linear pipeline applications on heterogeneous systems

Andreu Moreno, Anna Sikora, Eduardo César, Joan Sorribes, Tomàs Margalef
<span title="2017-02-02">2017</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qhbautqnvzgwvm3vvdvieylhwq" style="color: black;">Journal of Supercomputing</a> </i> &nbsp;
For this reason, it uses an analytical performance model of pipeline applications that addresses hardware heterogeneity and which depends on parameters that can be known in advance or A.  ...  It is aimed at balancing the application load by determining the best replication (of slow stages) and gathering (of fast stages) combination taking into account processors computation and communication  ...  , and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11227-017-1971-4">doi:10.1007/s11227-017-1971-4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7zca64nnqzfzrbfiviwhhbutfm">fatcat:7zca64nnqzfzrbfiviwhhbutfm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20171014204124/http://publisher-connector.core.ac.uk/resourcesync/data/Springer-OA/pdf/7a5/aHR0cDovL2xpbmsuc3ByaW5nZXIuY29tLzEwLjEwMDcvczExMjI3LTAxNy0xOTcxLTQucGRm.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d4/de/d4dec29893aee305344c527bd2be80d2c125c347.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11227-017-1971-4"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Distributing a chemical process optimization application over a gigabit network

Robert L. Clay, Peter A. Steenkiste
<span title="">1995</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zigbcra6rjdivda6lkzknwuo5q" style="color: black;">Proceedings of the 1995 ACM/IEEE conference on Supercomputing (CDROM) - Supercomputing &#39;95</a> </i> &nbsp;
We evaluate the impact of a gigabit network on the implementation of a distributed chemical process optimization application.  ...  The optimization problem is formulated as a stochastic Linear Assignment Problem and was solved using the Thinking Machines CM-2 (SIMD) and the Cray C-90 (vector) computers at PSC, and the Intel iWarp  ...  We also gratefully acknowledge the use of computational resources at the Pittsburgh Supercomputer Center, and especially the PSC applications support group.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/224170.224310">doi:10.1145/224170.224310</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sc/ClayS95.html">dblp:conf/sc/ClayS95</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o6vlan72gbdrldlcdfaq2eldyy">fatcat:o6vlan72gbdrldlcdfaq2eldyy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20030527003630/http://www.chg.ru:80/SC95PROC/592_RLCL/SC95.PDF" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d2/4a/d24a953c1df89bf73e1738d7580345131a824d98.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/224170.224310"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Exascale Storage Systems — An Analytical Study of Expenses

<span title="">2014</span> <i title="FSAEIHE South Ural State University (National Research University)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ut52ymkqynfbhjyzwhwl44xhvq" style="color: black;">Supercomputing Frontiers and Innovations</a> </i> &nbsp;
The computational power and storage capability of supercomputers are growing at a different pace, with storage lagging behind; the widening gap necessitates new approaches to keep the investment and running  ...  By extrapolating the characteristics of the German Climate Computing Center's previous supercomputers to the future, cost factors are identified and quantified in order to foster adequate research and  ...  Acknowledgment: We thank Carsten Beyer, Joachim Biercamp, Hinrich Reichardt, Michael Probst, Panagiotis Adamidis, Stefanie Legutke for providing valuable input and Michaela Zimmer and Konstantinos Chasapis  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14529/jsfi140106">doi:10.14529/jsfi140106</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jq3jhaai6fcrxlndqxsckhvvey">fatcat:jq3jhaai6fcrxlndqxsckhvvey</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721170152/http://superfri.org/superfri/article/download/20/116" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/53/c0/53c0884f9807227578f70281729a06b025ef88a9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14529/jsfi140106"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A hardware-based performance monitor for the Intel iPSC/2 hypercube

Allen D. Malony, Daniel A. Reed
<span title="">1990</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sq4a52jknfqpfyjfszyrlkedm" style="color: black;">Proceedings of the 4th international conference on Supercomputing - ICS &#39;90</a> </i> &nbsp;
The complexity of parallel computer systems makes a priori performance prediction difficult and experimental performance analysis crucial.  ...  A complete characterization of software and hardware dynamics, needed to understand the performance of high-performance parallel systems, requires execution time performance instrumentation.  ...  Since that time, Paul Close (Intel Scientific Computers), has provided technical information and support. Without their help, the design of the iPSC/2 hardware monitor would not have been possible.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/77726.255159">doi:10.1145/77726.255159</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ics/MalonyR90.html">dblp:conf/ics/MalonyR90</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7mbaxzlfjjepvjscqmehsgwxta">fatcat:7mbaxzlfjjepvjscqmehsgwxta</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20120616182706/http://www.cs.uoregon.edu/Research/paracomp/papers/ics90/ics90.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0c/9b/0c9b436b84f15abdb7fe6c31154143cb181884b4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/77726.255159"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

On the Memory Access Patterns of Supercomputer Applications: Benchmark Selection and Its Implications

Richard C. Murphy, Peter M. Kogge
<span title="">2007</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5jlmyrayyrdazh5awdlsoec77q" style="color: black;">IEEE transactions on computers</a> </i> &nbsp;
This paper compares the System Performance Evaluation Cooperative (SPEC) Integer and Floating-Point suites to a set of real-world applications for high-performance computing at Sandia National Laboratories  ...  They further quantitatively demonstrate the memory properties of real supercomputing applications.  ...  The application analysis and data gathering discussed here used tools that were funded in part by the US Defense Advanced Research Projects Agency (DARPA) through Cray, Inc., under the High Productivity  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tc.2007.1039">doi:10.1109/tc.2007.1039</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jsmwvadsxfhhbhrcun5g2cggi4">fatcat:jsmwvadsxfhhbhrcun5g2cggi4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130304042712/https://cs.uwaterloo.ca/~brecht/courses/702/Possible-Readings/workloads/mem-access-supercomputer-ieee-tocs-2007.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f8/26/f826be63f79af3634cb46f99ab8d681a699c2d0b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tc.2007.1039"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Performance Characteristics of Virtualized GPUs for Deep Learning

Scott Michael, Scott Teige, Junjie Li, John Michael Lowe, George Turner, Robert Henschel
<span title="">2020</span> <i title="IEEE"> 2020 IEEE/ACM International Workshop on Interoperability of Supercomputing and Cloud Technologies (SuperCompCloud) </i> &nbsp;
However, there are many operational and performance implications to consider before deploying a vGPU service in an HPC center.  ...  We report on several of the challenges we discovered in deploying and operating a variety of virtualized instance sizes and configurations.  ...  ACKNOWLEDGEMENTS Jetstream is supported by the National Science Foundation (award number 1445604) and Indiana University.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/supercompcloud51944.2020.00008">doi:10.1109/supercompcloud51944.2020.00008</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ndq5hcwczfb5rn7hvza27764l4">fatcat:ndq5hcwczfb5rn7hvza27764l4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717000844/https://scholarworks.iu.edu/dspace/bitstream/handle/2022/24567/Virtualized_GPU_Benchmarks_for_Deep_Learning.pdf;jsessionid=FD1C44B3C29A41B846AEC643EE345AF2?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/59/02/59025b00c0ad43973369347f748553b628596fad.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/supercompcloud51944.2020.00008"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Performance characteristics of the Cray X1 and their implications for application performance tuning

Hongzhang Shan, Erich Strohmaier
<span title="">2004</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sq4a52jknfqpfyjfszyrlkedm" style="color: black;">Proceedings of the 18th annual international conference on Supercomputing - ICS &#39;04</a> </i> &nbsp;
In this paper, we first investigate the memory performance characteristics of the Cray X1, a recently released vector platform, and determine the most influential performance factors.  ...  Finally, we evaluate the different types of optimizations used, the effort for their implementations, and whether they provide any performance benefits when ported back to superscalar platforms.  ...  ACKNOWLEDGMENTS The authors thank ORNL for providing access to the Cray X1 and Power4 platforms. All authors are supported by the Office of Advanced Scientific Computing Research in the U.S.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1006209.1006235">doi:10.1145/1006209.1006235</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ics/ShanS04.html">dblp:conf/ics/ShanS04</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zzgnyyznlrfi3ntwf3bfvyiolq">fatcat:zzgnyyznlrfi3ntwf3bfvyiolq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180723213705/https://cloudfront.escholarship.org/dist/prd/content/qt8rx6n5gp/qt8rx6n5gp.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/06/8a/068a277ce22a4588746f9ccd4f4798769782ba50.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1006209.1006235"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>
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