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2018 | OriginalPaper | Buchkapitel

A Comparison of ARM Against x86 for Distributed Machine Learning Workloads

verfasst von : Sebastian Kmiec, Jonathon Wong, Hans-Arno Jacobsen, Da Qi Ren

Erschienen in: Performance Evaluation and Benchmarking for the Analytics Era

Verlag: Springer International Publishing

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Abstract

The rise of Machine Learning (ML) in the last decade has created an unprecedented surge in demand for new and more powerful hardware. Various hardware approaches exist to take on these large demands motivating the need for hardware performance benchmarks to compare these diverse hardware systems. In this paper, we present a comprehensive analysis and comparison of available benchmark suites in the field of ML and related fields. The analysis of these benchmarks is used to discuss the potential of ARM processors within the context of ML deployments. Our paper concludes with a brief hardware performance comparison of modern, server-grade ARM and x86 processors using a benchmark suite selected from our survey.

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Vorheriges Kapitel Benchmarking and Performance Analysis for Distributed Cache Systems: A Comparative Case Study

Adolf, R., Rama, S., Reagen, B., Wei, G., Brooks, D.M.: Fathom: reference workloads for modern deep learning methods. CoRR abs/1608.06581 (2016). http://arxiv.org/abs/1608.06581

The Linley Group Analyst: Thunderx rattles server market. Technical report, The Linley Group, June 2014. http://www.cavium.com/pdfFiles/ThunderX_Rattles_Server_Market.pdf

Aroca, R.V., Gonçalves, L.M.G.: Towards green data centers: a comparison of x86 and ARM architectures power efficiency. J. Parallel Distrib. Comput. 72(12), 1770–1780 (2012). http://www.sciencedirect.com/science/article/pii/S0743731512002122 CrossRef

Barroso, L.A., Hölzle, U.: The case for energy-proportional computing. Computer 40(12), 33–37 (2007)CrossRef

Bienia, C.: Benchmarking modern multiprocessors. Ph.D. thesis, Princeton University, Princeton (2011). aAI3445564

Blem, E., Menon, J., Sankaralingam, K.: Power struggles: revisiting the RISC vs. CISC debate on contemporary ARM and x86 architectures. In: 2013 IEEE 19th International Symposium on High Performance Computer Architecture (HPCA), pp. 1–12, February 2013

Cavium: ThunderX\(^{\textregistered }\) ARM processors. http://www.cavium.com/ThunderX_ARM_Processors.html

Che, S., Sheaffer, J.W., Boyer, M., Szafaryn, L.G., Wang, L., Skadron, K.: A characterization of the Rodinia benchmark suite with comparison to contemporary CMP workloads. In: Proceedings of the IEEE International Symposium on Workload Characterization (IISWC 2010), pp. 1–11. IEEE Computer Society, Washington, DC (2010). http://dx.doi.org/10.1109/IISWC.2010.5650274

Danalis, A., Marin, G., McCurdy, C., Meredith, J.S., Roth, P.C., Spafford, K., Tipparaju, V., Vetter, J.S.: The scalable heterogeneous computing (SHOC) benchmark suite. In: Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units (GPGPU-3), pp. 63–74. ACM, New York (2010). http://doi.acm.org/10.1145/1735688.1735702

10.

Duan, Y., Chen, X., Houthooft, R., Schulman, J., Abbeel, P.: Benchmarking deep reinforcement learning for continuous control. CoRR abs/1604.06778 (2016). http://arxiv.org/abs/1604.06778

11.

Feng, W.C., Lin, H., Scogland, T., Zhang, J.: OpenCL and the 13 dwarfs: a work in progress. In: Proceedings of the 3rd ACM/SPEC International Conference on Performance Engineering (ICPE 2012), pp. 291–294. ACM, New York (2012). http://doi.acm.org/10.1145/2188286.2188341

12.

Geiger, A.: Are we ready for autonomous driving? The KITTI vision benchmark suite. In: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012), pp. 3354–3361. IEEE Computer Society, Washington, DC (2012). http://dl.acm.org/citation.cfm?id=2354409.2354978

13.

George, A.D.: An overview of RISC vs. CISC. In: Proceedings of the Twenty-Second Southeastern Symposium on System Theory, pp. 436–438, March 1990

14.

Hauswald, J., Kang, Y., Laurenzano, M.A., Chen, Q., Li, C., Mudge, T., Dreslinski, R.G., Mars, J., Tang, L.: Djinn and Tonic: DNN as a service and its implications for future warehouse scale computers. In: Proceedings of the 42nd Annual International Symposium on Computer Architecture (ISCA 2015), pp. 27–40. ACM, New York (2015). http://doi.acm.org/10.1145/2749469.2749472

15.

Huang, S., Huang, J., Dai, J., Xie, T., Huang, B.: The HiBench benchmark suite: characterization of the MapReduce-based data analysis. In: 2010 IEEE 26th International Conference on Data Engineering Workshops (ICDEW), pp. 41–51. IEEE (2010)

16.

Intel: Intel\(\textregistered \) Xeon\(\textregistered \) processor e5-2620 v4. https://ark.intel.com/products/92986/Intel-Xeon-Processor-E5-2620-v4-20M-Cache-2_10-GHz

17.

Jundt, A., Cauble-Chantrenne, A., Tiwari, A., Peraza, J., Laurenzano, M.A., Carrington, L.: Compute bottlenecks on the new 64-bit ARM. In: Proceedings of the 3rd International Workshop on Energy Efficient Supercomputing (E2SC 2015), pp. 6:1–6:7. ACM, New York (2015). http://doi.acm.org/10.1145/2834800.2834806

18.

Kalyanasundaram, J., Simmhan, Y.: ARM wrestling with big data: a study of ARM64 and x64 servers for data intensive workloads. CoRR abs/1701.05996 (2017). http://arxiv.org/abs/1701.05996

19.

Laurenzano, M.A., Tiwari, A., Jundt, A., Peraza, J., Ward, W.A., Campbell, R., Carrington, L.: Characterizing the performance-energy tradeoff of small ARM cores in HPC computation. In: Silva, F., Dutra, I., Santos Costa, V. (eds.) Euro-Par 2014. LNCS, vol. 8632, pp. 124–137. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-09873-9_11

20.

Li, M., Tan, J., Wang, Y., Zhang, L., Salapura, V.: SparkBench: A comprehensive benchmarking suite for in memory data analytic platform Spark. In: Proceedings of the 12th ACM International Conference on Computing Frontiers (CF 2015), pp. 53:1–53:8. ACM, New York (2015). http://doi.acm.org/10.1145/2742854.2747283

21.

Morgan, T.P.: Intel lines up ThunderX ARM against Xeons. Technical report, The Next Platform, May 2016. https://www.nextplatform.com/2016/05/31/intel-lines-thunderx-arms-xeons/

22.

Saponara, S., Fanucci, L., Coppola, M.: Many-core platform with NoC interconnect for low cost and energy sustainable cloud server-on-chip. In: 2012 Sustainable Internet and ICT for Sustainability (SustainIT), pp. 1–5, October 2012

23.

Svanfeldt-Winter, O., Lafond, S., Lilius, J.: Cost and energy reduction evaluation for ARM based web servers. In: Proceedings of the 2011 IEEE Ninth International Conference on Dependable, Autonomic and Secure Computing (DASC 2011), pp. 480–487. IEEE Computer Society, Washington, DC (2011). http://dx.doi.org/10.1109/DASC.2011.93

24.

Venkata, S.K., Ahn, I., Jeon, D., Gupta, A., Louie, C., Garcia, S., Belongie, S., Taylor, M.B.: SD-VBS: The San Diego vision benchmark suite. In: Proceedings of the 2009 IEEE International Symposium on Workload Characterization (IISWC 2009), pp. 55–64. IEEE Computer Society, Washington, DC (2009). http://dx.doi.org/10.1109/IISWC.2009.5306794

25.

Wang, L., Zhan, J., Luo, C., Zhu, Y., Yang, Q., He, Y., Gao, W., Jia, Z., Shi, Y., Zhang, S., Zheng, C., Lu, G., Zhan, K., Li, X., Qiu, B.: BigDataBench: a Big Data benchmark suite from internet services. CoRR abs/1401.1406 (2014). http://arxiv.org/abs/1401.1406

Titel: A Comparison of ARM Against x86 for Distributed Machine Learning Workloads
verfasst von: Sebastian Kmiec
Jonathon Wong
Hans-Arno Jacobsen
Da Qi Ren
Verlag: Springer International Publishing
Buch: Performance Evaluation and Benchmarking for the Analytics Era
Print ISBN: 978-3-319-72400-3

Electronic ISBN: 978-3-319-72401-0

Copyright-Jahr: 2018
DOI: https://doi.org/10.1007/978-3-319-72401-0_12

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