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Spanning Large Graphs by Combining Work-stealing with Multiple Parallel Granularities on GPU

<span title="2016-09-02">2016</span> <i title="Facultad De Ingenieria Universidad Del Zulia"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lntjoc3oababpkl27lcqbqhara" style="color: black;">Revista Técnica de la Facultad de Ingeniería Universidad del Zulia</a> </i> &nbsp;
In this paper we propose a policy spanning large graphs by combining work-stealing with multiple parallel granularities on GPU.  ...  On the other hand work-stealing mechanism can keep workload balanced among stream multi-processors inside GPU and maintain efficient execution of each multi-processor.  ...  Work-stealing Principle In work stealing each computation unit has its own queue of tasks to deal with.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21311/001.39.5.42">doi:10.21311/001.39.5.42</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7gurjh3jarbg3bk3cf4kjoofgu">fatcat:7gurjh3jarbg3bk3cf4kjoofgu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180602230323/http://tjfeonline.com/admin/archive/4209.08.20161470753307.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/68/d6/68d63927d1cbd9c5c5cdc924c8c8b471d65cb8a3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21311/001.39.5.42"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Work Stealing for Time-constrained Octree Exploration: Application to Real-time 3D Modeling [article]

Luciano Soares, Clement Menier, Bruno Raffin, Jean-Louis Roch
<span title="">2007</span> <i title="The Eurographics Association"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ekmkol5ayvgerksi37ul4f5mi4" style="color: black;">Eurographics Symposium on Parallel Graphics and Visualization</a> </i> &nbsp;
This paper introduces a dynamic work balancing algorithm, based on work stealing, for time-constrained parallel octree carving.  ...  Compared to classical work stealing, the proposed algorithm enforces a relaxed width first octree carving that enables to stop computations at anytime while ensuring a balanced carving.  ...  Acknowledgements The authors wish to thank Thomas Arcila, Everton Hermann and Florian Geffray for their help with the experiments. This work is partly funded by ANR grant BGPR/SafeScale.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2312/egpgv/egpgv07/061-068">doi:10.2312/egpgv/egpgv07/061-068</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/naa6xlpfifhlzgd6fsro7p4mzm">fatcat:naa6xlpfifhlzgd6fsro7p4mzm</a> </span>
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Fence-free work stealing on bounded TSO processors

Adam Morrison, Yehuda Afek
<span title="">2014</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/w47kezfuffdgvcobhv564rrlju" style="color: black;">Proceedings of the 19th international conference on Architectural support for programming languages and operating systems - ASPLOS &#39;14</a> </i> &nbsp;
Work stealing is the method of choice for load balancing in task parallel programming languages and frameworks.  ...  Cilk and Chase-Lev work stealing queues.  ...  This work was supported by the Israel Science Foundation (grants 1386/11 and 1227/10) and by Yad-HaNadiv foundation. Adam Morrison is supported in part at the Technion by an Aly Kaufman Fellowship.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2541940.2541987">doi:10.1145/2541940.2541987</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/asplos/MorrisonA14.html">dblp:conf/asplos/MorrisonA14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pb3pylcwgvgtfnqkzvb4qqwtie">fatcat:pb3pylcwgvgtfnqkzvb4qqwtie</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150916021755/http://www.cs.technion.ac.il/~mad/publications/asplos2014-ffwsq.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/ce/ca/ceca2c5f99af3f5419ed776c3d17943c77ef1715.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2541940.2541987"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Carbon

Sanjeev Kumar, Christopher J. Hughes, Anthony Nguyen
<span title="">2007</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2kokby3zfzen3bd62o6cskolxq" style="color: black;">Proceedings of the 34th annual international symposium on Computer architecture - ISCA &#39;07</a> </i> &nbsp;
We compare Carbon to some highly tuned software task schedulers for a set of RMS benchmarks with small tasks.  ...  However, in order to harness the additional compute resources of a CMP, applications must expose their thread-level parallelism to the hardware.  ...  Any interaction with the global task unit incurs additional latency as explained above.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1250662.1250683">doi:10.1145/1250662.1250683</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/isca/KumarHN07.html">dblp:conf/isca/KumarHN07</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6c4xq3g6dfczjid7r6aqxw24ze">fatcat:6c4xq3g6dfczjid7r6aqxw24ze</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808184905/http://www.ece.cmu.edu/~ece740/f13/lib/exe/fetch.php?media=kumar07-carbon.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/9e/8c/9e8c6f4cbbd80cf9ae54a7886a188e805c0aada8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1250662.1250683"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Carbon

Sanjeev Kumar, Christopher J. Hughes, Anthony Nguyen
<span title="2007-06-09">2007</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/35q3ync5nbhnjfpylznlz57lyi" style="color: black;">SIGARCH Computer Architecture News</a> </i> &nbsp;
We compare Carbon to some highly tuned software task schedulers for a set of RMS benchmarks with small tasks.  ...  However, in order to harness the additional compute resources of a CMP, applications must expose their thread-level parallelism to the hardware.  ...  Any interaction with the global task unit incurs additional latency as explained above.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1273440.1250683">doi:10.1145/1273440.1250683</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vy3llevlmrhyrl64v5pxhie2vu">fatcat:vy3llevlmrhyrl64v5pxhie2vu</a> </span>
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Flexible architectural support for fine-grain scheduling

Daniel Sanchez, Richard M. Yoo, Christos Kozyrakis
<span title="2010-03-05">2010</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/35q3ync5nbhnjfpylznlz57lyi" style="color: black;">SIGARCH Computer Architecture News</a> </i> &nbsp;
To make efficient use of CMPs with tens to hundreds of cores, it is often necessary to exploit fine-grain parallelism.  ...  These schedulers match and often exceed the performance and scalability of Carbon when using the same scheduling algorithm.  ...  This work was supported in part by the Stanford Pervasive Parallelism Lab and the Gigascale Systems Research Center (FCRP/GSRC).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1735970.1736055">doi:10.1145/1735970.1736055</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yh7f7bisnnbr5apzkj5vfyjjvy">fatcat:yh7f7bisnnbr5apzkj5vfyjjvy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811160329/http://cseweb.ucsd.edu/~jdcoburn/cse290/fa10/papers/asplos/p311-sanchez.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/a9/12/a912856e123fbf157c3ff77029b072b1a1eb9ffc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1735970.1736055"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Flexible architectural support for fine-grain scheduling

Daniel Sanchez, Richard M. Yoo, Christos Kozyrakis
<span title="2010-03-05">2010</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/xu5bk2lj5rbdxlx6222nw7tsxi" style="color: black;">SIGPLAN notices</a> </i> &nbsp;
To make efficient use of CMPs with tens to hundreds of cores, it is often necessary to exploit fine-grain parallelism.  ...  These schedulers match and often exceed the performance and scalability of Carbon when using the same scheduling algorithm.  ...  This work was supported in part by the Stanford Pervasive Parallelism Lab and the Gigascale Systems Research Center (FCRP/GSRC).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1735971.1736055">doi:10.1145/1735971.1736055</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tfdimqph4ja75dkfmlrsrmvcna">fatcat:tfdimqph4ja75dkfmlrsrmvcna</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811160329/http://cseweb.ucsd.edu/~jdcoburn/cse290/fa10/papers/asplos/p311-sanchez.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/a9/12/a912856e123fbf157c3ff77029b072b1a1eb9ffc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1735971.1736055"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Flexible architectural support for fine-grain scheduling

Daniel Sanchez, Richard M. Yoo, Christos Kozyrakis
<span title="">2010</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/w47kezfuffdgvcobhv564rrlju" style="color: black;">Proceedings of the fifteenth edition of ASPLOS on Architectural support for programming languages and operating systems - ASPLOS &#39;10</a> </i> &nbsp;
To make efficient use of CMPs with tens to hundreds of cores, it is often necessary to exploit fine-grain parallelism.  ...  These schedulers match and often exceed the performance and scalability of Carbon when using the same scheduling algorithm.  ...  This work was supported in part by the Stanford Pervasive Parallelism Lab and the Gigascale Systems Research Center (FCRP/GSRC).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1736020.1736055">doi:10.1145/1736020.1736055</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/asplos/SanchezYK10.html">dblp:conf/asplos/SanchezYK10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6bjfeqtuabecbhz644sejgaojy">fatcat:6bjfeqtuabecbhz644sejgaojy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811160329/http://cseweb.ucsd.edu/~jdcoburn/cse290/fa10/papers/asplos/p311-sanchez.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/a9/12/a912856e123fbf157c3ff77029b072b1a1eb9ffc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1736020.1736055"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Parallelization libraries

Abhishek Bhattacharjee, Gilberto Contreras, Margaret Martonosi
<span title="2011-04-01">2011</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jfrn2kjyarhe7npmgvoxdp4cxu" style="color: black;">ACM Transactions on Architecture and Code Optimization (TACO)</a> </i> &nbsp;
First, we use real hardware and simulations to detail various scheduler and synchronization overheads.  ...  Second, we propose load balancing techniques such as occupancy-based and criticality-guided task stealing, to boost performance.  ...  This schedule works by progressively partitioning the iteration space across worker threads in an attempt to better load-balance computation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1952998.1953003">doi:10.1145/1952998.1953003</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jialr6tsxrenrgyuriwnlw7hgu">fatcat:jialr6tsxrenrgyuriwnlw7hgu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170810064557/https://www.cs.rutgers.edu/~abhib/abhib-taco11.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/82/26/82266bb90829c46fad52175b7cd3bccf4d6c9c7e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1952998.1953003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

The Design and Implementation of GUMSMP

Malak Aljabri, Hans-Wolfgang Loidl, Phil W. Trinder
<span title="">2014</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxvvpoup2fdh5io7x4xnimgwpe" style="color: black;">Proceedings of the 25th symposium on Implementation and Application of Functional Languages - IFL &#39;13</a> </i> &nbsp;
Key design objectives in realising this system are asymmetric load balance, effective latency hiding, and mostly passive load distribution.  ...  It is designed to efficiently combine distributed memory parallelism, using a virtual shared heap over a cluster, with low-overhead shared memory parallelism on the multi-cores.  ...  Sciences Research Council grant EP/G055181/1 HPC-GAP:High Performance Computational Algebra and Discrete Mathematics.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2620678.2620682">doi:10.1145/2620678.2620682</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ifl/AljabriLT13.html">dblp:conf/ifl/AljabriLT13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lfivxnlob5frrpdz26mujfwd4q">fatcat:lfivxnlob5frrpdz26mujfwd4q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809115502/http://www.cs.ru.nl/P.Achten/IFL2013/symposium_proceedings_IFL2013/ifl2013_submission_14.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/2f/78/2f78baaa1af6ba4571024b3b12c4b7ad02623f28.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2620678.2620682"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

NUMA-Awareness as a Plug-In for an Eventify-Based Fast Multipole Method [chapter]

Laura Morgenstern, David Haensel, Andreas Beckmann, Ivo Kabadshow
<span title="">2020</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
By means of the NUMA module we introduce diverse NUMA-aware data distribution, thread pinning and work stealing policies for FMSolvr.  ...  The parallelization of FMSolvr is based on Eventify, an event-based tasking framework we co-developed with FMSolvr.  ...  The parallelization layer hides the details of parallel hardware from the algorithm developer.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-50436-6_31">doi:10.1007/978-3-030-50436-6_31</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wfl66kght5dejp4jtqh4rew354">fatcat:wfl66kght5dejp4jtqh4rew354</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200721040640/https://link.springer.com/content/pdf/10.1007%2F978-3-030-50436-6_31.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/0e/cb/0ecb63ffe3fbc9fffca18f04eed107f64d13a85b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-50436-6_31"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A meta-scheduler for the par-monad

Adam Foltzer, Abhishek Kulkarni, Rebecca Swords, Sajith Sasidharan, Eric Jiang, Ryan Newton
<span title="2012-10-15">2012</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/xu5bk2lj5rbdxlx6222nw7tsxi" style="color: black;">SIGPLAN notices</a> </i> &nbsp;
Modern parallel computing hardware demands increasingly specialized attention to the details of scheduling and load balancing across heterogeneous execution resources that may include GPU and cloud environments  ...  We propose a general, composable abstraction for execution resources, along with a continuation-based meta-scheduler that harnesses those resources in the context of a deterministic parallel programming  ...  This helps hide the latency of distributed steals and may contribute to the better scaling seen in Figure 8 . There is clearly much work left to be done.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2398856.2364562">doi:10.1145/2398856.2364562</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e3ow5h5xbnftlkxhuubwivzmhu">fatcat:e3ow5h5xbnftlkxhuubwivzmhu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130808062750/http://www.cs.indiana.edu/~rrnewton/papers/meta-par_submission.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/42/cd/42cdf4ba3243723a11522c339f7fc5eedc6d9fa6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2398856.2364562"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A meta-scheduler for the par-monad

Adam Foltzer, Abhishek Kulkarni, Rebecca Swords, Sajith Sasidharan, Eric Jiang, Ryan Newton
<span title="">2012</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ug3n3jfg4jdcpdvbrhe3m4txqa" style="color: black;">Proceedings of the 17th ACM SIGPLAN international conference on Functional programming - ICFP &#39;12</a> </i> &nbsp;
Modern parallel computing hardware demands increasingly specialized attention to the details of scheduling and load balancing across heterogeneous execution resources that may include GPU and cloud environments  ...  We propose a general, composable abstraction for execution resources, along with a continuation-based meta-scheduler that harnesses those resources in the context of a deterministic parallel programming  ...  This helps hide the latency of distributed steals and may contribute to the better scaling seen in Figure 8 . There is clearly much work left to be done.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2364527.2364562">doi:10.1145/2364527.2364562</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icfp/FoltzerKSSJN12.html">dblp:conf/icfp/FoltzerKSSJN12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3huj55wmdrb4bnlsdsuuvthkdu">fatcat:3huj55wmdrb4bnlsdsuuvthkdu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130808062750/http://www.cs.indiana.edu/~rrnewton/papers/meta-par_submission.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/42/cd/42cdf4ba3243723a11522c339f7fc5eedc6d9fa6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2364527.2364562"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Argobots: A Lightweight Low-Level Threading and Tasking Framework

Sangmin Seo, Abdelhalim Amer, Pavan Balaji, Cyril Bordage, George Bosilca, Alex Brooks, Philip Carns, Adrian Castello, Damien Genet, Thomas Herault, Shintaro Iwasaki, Prateek Jindal (+9 others)
<span title="2018-03-01">2018</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ll6bfs5o6bahfinh3u5z2cnyoy" style="color: black;">IEEE Transactions on Parallel and Distributed Systems</a> </i> &nbsp;
than production OpenMP runtimes do; (3) when MPI interoperates with Argobots instead of Pthreads, it enjoys reduced synchronization costs and better latency-hiding capabilities; and (4) I/O services with  ...  Argobots reduce interference with colocated applications while achieving performance competitive with that of a Pthreads approach.  ...  We also show that when interoperating with MPI, Argobots can enable reduced synchronization costs and better latency-hiding capabilities, compared with Pthreads.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tpds.2017.2766062">doi:10.1109/tpds.2017.2766062</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6vusko35zvhvvpykenfva4x35a">fatcat:6vusko35zvhvvpykenfva4x35a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180720213418/http://repositori.uji.es/xmlui/bitstream/handle/10234/174607/argobots.pdf;jsessionid=5D962660E6DC43E46E2CE77B26B7302B?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/17/0b/170b722c02626b477a5f33eb1284caf40e7f876e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tpds.2017.2766062"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A systems perspective on GPU computing

Naila Farooqui
<span title="">2016</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a3hx753rrfdorizx3a3ovuee4y" style="color: black;">Proceedings of the 9th Annual Workshop on General Purpose Processing using Graphics Processing Unit - GPGPU &#39;16</a> </i> &nbsp;
To this end, his contributions include novel scheduling and resource management abstractions, runtime specialization, and novel data management techniques to support scalable, distributed GPU frameworks  ...  , virtualization technologies, enterprise middleware, and high-performance computing.  ...  Acknowledgments We would like to thank Professor Sudhakar Yalamanchili, Ada Gavrilovska, Vishakha Gupta, Sudarsun Kannan, Alexander Merritt, and Dipanjan Sengupta for their feedback and assistance with  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2884045.2884057">doi:10.1145/2884045.2884057</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ppopp/Farooqui16.html">dblp:conf/ppopp/Farooqui16</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lcxhf6nfsvannnbp5lusxudmmu">fatcat:lcxhf6nfsvannnbp5lusxudmmu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218124520/https://static.aminer.org/pdf/20170130/pdfs/ppopp/rjxlqibgzmfdjrspatoeue79vbtiy51h.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/ee/06ee7a210e42199590f6289605c847398f777863.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2884045.2884057"> <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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