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Co-locating Graph Analytics and HPC Applications
<span title="">2017</span>
<i title="IEEE">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2ade5dt4mjgqzod5n6qf33litm" style="color: black;">2017 IEEE International Conference on Cluster Computing (CLUSTER)</a>
</i>
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Using kernel benchmarks from the NPB suite and a state-of-art graph analytics code, we explore different process placements and effects they have on application performance. ...
Our results show that the most memory intensive HPC application (MG) experienced the highest performance variation during co-location. ...
The load-balancing and locality optimizations of this implementation introduces performance variations across baseline runs. ...
<span class="external-identifiers">
<a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cluster.2017.111">doi:10.1109/cluster.2017.111</a>
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MiDataSets: Creating the Conditions for a More Realistic Evaluation of Iterative Optimization
[chapter]
<span title="">2007</span>
<i title="Springer Berlin Heidelberg">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a>
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In this article, we evaluate that assumption based on 20 data sets per benchmark of the MiBench suite. ...
We find that, though a majority of programs exhibit stable performance across data sets, the variability can significantly increase with many optimizations. ...
A few studies have gone further and collected several data sets for a small number of benchmarks [5, Questions 1. Do programs exhibit significant performance variations across data sets ? 2. ...
<span class="external-identifiers">
<a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-540-69338-3_17">doi:10.1007/978-3-540-69338-3_17</a>
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Leveraging metamorphic testing to automatically detect inconsistencies in code generator families
<span title="2019-12-20">2019</span>
<i title="Wiley">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qrohejli3ngofb53dnkhpougdm" style="color: black;">Software testing, verification & reliability</a>
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., test oracle) as a comparison between the variations of performance and resource usage of test suites running on different versions of generated code. ...
We define the metamorphic relation (i.e., test oracle) as a comparison between the variations of performance and resource usage of test suites running on different versions of generated code. ...
Execution time: The execution time of test suites is measured in seconds.
Figure 5 . 5 Performance variation of test suites across the different Haxe benchmarks. ...
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<a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/stvr.1721">doi:10.1002/stvr.1721</a>
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Cross-language compiler benchmarking: are we fast yet?
<span title="2016-11-01">2016</span>
<i title="Association for Computing Machinery (ACM)">
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Using four different languages on top of the same compiler, we show that the benchmarks perform similarly and therefore allow for a comparison of compiler effectiveness across languages. ...
This paper presents 14 benchmarks and a novel methodology to assess the compiler effectiveness across language implementations. ...
This indicates that these benchmarks can be used to compare performance across different languages. ...
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Cross-language compiler benchmarking: are we fast yet?
<span title="">2016</span>
<i title="ACM Press">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/p43mwg6eyzg4jelnsclwsbnuuy" style="color: black;">Proceedings of the 12th Symposium on Dynamic Languages - DLS 2016</a>
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Using four different languages on top of the same compiler, we show that the benchmarks perform similarly and therefore allow for a comparison of compiler effectiveness across languages. ...
This paper presents 14 benchmarks and a novel methodology to assess the compiler effectiveness across language implementations. ...
This indicates that these benchmarks can be used to compare performance across different languages. ...
<span class="external-identifiers">
<a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2989225.2989232">doi:10.1145/2989225.2989232</a>
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The exigency of benchmark and compiler drift
<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 '06</a>
</i>
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Using one benchmark suite to design a processor while using a different, presumably more current, suite to evaluate its ultimate performance may lead to sub-optimal design decisions if there are large ...
We call this change across time "drift". ...
changes across benchmark suites. ...
<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>
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BEEBS: Open Benchmarks for Energy Measurements on Embedded Platforms
[article]
<span title="2013-09-28">2013</span>
<i >
arXiv
</i>
<span class="release-stage" >pre-print</span>
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<span title="2013-08-23">2013</span>
<span class="release-stage" >pre-print</span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1308.5174v1">arXiv:1308.5174v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pf633tzcbfcg5cafanhs6g2dsy">fatcat:pf633tzcbfcg5cafanhs6g2dsy</a> </span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1308.5174v1">arXiv:1308.5174v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pf633tzcbfcg5cafanhs6g2dsy">fatcat:pf633tzcbfcg5cafanhs6g2dsy</a> </span>
The benchmark suite is portable across diverse architectures and is freely available. The benchmark suite is extensively evaluated, and the properties of its constituent programs are analysed. ...
This paper presents and justifies an open benchmark suite named BEEBS, targeted at evaluating the energy consumption of embedded processors. ...
Across the platforms, the distributions are similar, with small variations due to the underlying instruction set. ...
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SupermarQ: A Scalable Quantum Benchmark Suite
[article]
<span title="2022-04-27">2022</span>
<i >
arXiv
</i>
<span class="release-stage" >pre-print</span>
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<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.11045v1">arXiv:2202.11045v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rpfv5wkd3zaqzepmqpiqnajjmi">fatcat:rpfv5wkd3zaqzepmqpiqnajjmi</a> </span>
<span title="2022-03-23">2022</span>
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<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.11045v2">arXiv:2202.11045v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jumce4rnirgp7ow34oj333ls2e">fatcat:jumce4rnirgp7ow34oj333ls2e</a> </span>
This problem motivates our introduction of SupermarQ, a scalable, hardware-agnostic quantum benchmark suite which uses application-level metrics to measure performance. ...
Looking forward, we envision that quantum benchmarking will encompass a large cross-community effort built on open source, constantly evolving benchmark suites. ...
ACKNOWLEDGMENT We would like to thank Akel Hashim for his invaluable help collecting the benchmark results on the AQT device. This material is based upon work supported by the U.S. ...
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Evaluating Benchmark Subsetting Approaches
<span title="">2006</span>
<i title="IEEE">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hzx2m4fjg5drtbnwnip4cx2ufy" style="color: black;">2006 IEEE International Symposium on Workload Characterization</a>
</i>
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and input set pairs that are most well-distributed across the benchmark space. ...
To reduce the simulation time to a tractable amount or due to compilation (or other related) problems, computer architects often simulate only a subset of the benchmarks in a benchmark suite. ...
pairs of each subset are distributed across the entire space of metrics that the benchmark suite covers. ...
<span class="external-identifiers">
<a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iiswc.2006.302733">doi:10.1109/iiswc.2006.302733</a>
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Snow White Clouds and the Seven Dwarfs
<span title="">2011</span>
<i title="IEEE">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vf7glygozrdhdkhluhlxpb7j4q" style="color: black;">2011 IEEE Third International Conference on Cloud Computing Technology and Science</a>
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We show that different hardware is better suited for different types of computations and, thus, the relative performance of applications varies across hardware. ...
This paper reports on an initial investigation into using Dwarf benchmarks to measure the performance of virtualised hardware, conducting experiments on BonFIRE and Amazon EC2. ...
It is instructive to look at the variation in application performance across the 11 machines (see Fig. 7 ). ...
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<a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cloudcom.2011.114">doi:10.1109/cloudcom.2011.114</a>
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MLPerf Training Benchmark
[article]
<span title="2020-03-02">2020</span>
<i >
arXiv
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<span class="release-stage" >pre-print</span>
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<span title="2019-10-30">2019</span>
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<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1910.01500v1">arXiv:1910.01500v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/w4xuvno4w5ewpmvwl43ierluhm">fatcat:w4xuvno4w5ewpmvwl43ierluhm</a> </span>
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Our analysis quantitatively evaluates MLPerf's efficacy at driving performance and scalability improvements across two rounds of results from multiple vendors. ...
Machine learning (ML) needs industry-standard performance benchmarks to support design and competitive evaluation of the many emerging software and hardware solutions for ML. ...
ACKNOWLEDGEMENTS In this section, we acknowledge all those who helped produce the first set of results or supported the overall benchmark development. ...
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ImpBench: A novel benchmark suite for biomedical, microelectronic implants
<span title="">2008</span>
<i title="IEEE">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ge4h54rcl5fvfdkjgqpac4rfxq" style="color: black;">2008 International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation</a>
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Results display significant variation from existing benchmarks to justify the need for and usefulness of ImpBench. ...
Since implants are required to perform control-, processing-or I/O-intensive tasks, various benchmark characteristics have been studied, namely: performance (IPC), cache and branch-prediction behavior, ...
In terms of intra-benchmark variation, we can clearly see that the compression algorithms display by far the smallest power consumption across both suites. ...
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Power efficiency for variation-tolerant multicore processors
<span title="">2006</span>
<i title="ACM Press">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qcoemsk4lfgznflartfnzb5rhy" style="color: black;">Proceedings of the 2006 international symposium on Low power electronics and design - ISLPED '06</a>
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We use this relation to establish limit properties of power-performance for scaling parallel applications, and validate our findings using 8 applications from the SPLASH-2 benchmark suite. ...
This work introduces an analytical approach for ensuring timing reliability while meeting the appropriate performance and power demands in spite of process variation. ...
ACKNOWLEDGEMENTS We thank the Architecture/Performance Group at Apple and Jonathan Chang for their assistance with various tools. ...
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Power Efficiency for Variation-Tolerant Multicore Processors
<span title="">2006</span>
<i title="IEEE">
ISLPED'06 Proceedings of the 2006 International Symposium on Low Power Electronics and Design
</i>
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We use this relation to establish limit properties of power-performance for scaling parallel applications, and validate our findings using 8 applications from the SPLASH-2 benchmark suite. ...
This work introduces an analytical approach for ensuring timing reliability while meeting the appropriate performance and power demands in spite of process variation. ...
ACKNOWLEDGEMENTS We thank the Architecture/Performance Group at Apple and Jonathan Chang for their assistance with various tools. ...
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Understanding PARSEC performance on contemporary CMPs
<span title="">2009</span>
<i title="IEEE">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hzx2m4fjg5drtbnwnip4cx2ufy" style="color: black;">2009 IEEE International Symposium on Workload Characterization (IISWC)</a>
</i>
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Half the suite fails to scale linearly with increasing number of threads, and some applications saturate performance at few threads on all platforms tested. ...
PARSEC is a reference application suite used in industry and academia to assess new Chip Multiprocessor (CMP) designs. ...
We compare error across multiple executions, and find variation to be negligible. bodytrack and canneal both have large variations in retired instructions, and these grow with number of threads. ...
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