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Performance Evaluation of Routing Schemes in Data Center Clos Networks

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Frontiers in Internet Technologies (ICoC 2014)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 502))

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Abstract

A number of new Clos data center networking fabrics have been proposed recently by using commodity off-the-shelf hardware. In Clos networks, randomized routing is typically used to achieve load balance. However, with typical communication patterns, pure randomized routing design cannot fully exploit bandwidth provided by Clos topologies. This paper strives to evaluate the performance of both randomized routing and its alternatives. As an incremental improvement, periodic path renewal is discussed first. We then discuss adaptive routing, together with its implementation consideration and costs. To reduce overhead of pure adaptive routing, a mixed routing scheme is also discussed. Through detailed discussions and comprehensive evaluations, we provide designers with useful insight and a range of options for configuring the routing scheme.

Yi Wang—This work is partially supported by “National Natural Science Foundation of China (No. 61202107, No. 61100220, No. 61202303)”, by “National High Technology Research and Development Program of China (863 Program No. 2014AA01A702)”, by “Natural Science Foundation of Hubei Province (No. 2014CFB1007), and by “National Key Technology Research and Development Program of China (No. 2012BAH46F03)”.

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References

  1. Al-Fares, M., Loukissas, A., Vahdat, A.: A scalable, commodity data center network architecture. In: ACM SIGCOMM Computer Communication Review, vol. 38, pp. 63–74. ACM (2008)

    Google Scholar 

  2. Al-Fares, M., Radhakrishnan, S., Raghavan, B., Huang, N., Vahdat, A.: Hedera: dynamic flow scheduling for data center networks. In: NSDI, vol. 10, pp. 19–19 (2010)

    Google Scholar 

  3. Alizadeh, M., Greenberg, A., Maltz, D.A., Padhye, J., Patel, P., Prabhakar, B., Sengupta, S., Sridharan, M.: Data center TCP (DCTCP). ACM SIGCOMM Comput. Commun. Rev. 41(4), 63–74 (2010)

    Article  Google Scholar 

  4. Aydogan, Y., Stunkel, C.B., Aykanat, C., Abali, B.: Adaptive source routing in multistage interconnection networks. In: Proceedings of the 10th International Parallel Processing Symposium, 1996, IPPS’96, pp. 258–267. IEEE (1996)

    Google Scholar 

  5. Clos, C.: A study of non-blocking switching networks. Bell Syst. Tech. J. 32(2), 406–424 (1953)

    Article  Google Scholar 

  6. Dally, W.J., Towles, B.P.: Principles and Practices of Interconnection Networks. Elsevier, San Mateo (2004)

    Google Scholar 

  7. Geoffray, P., Hoefler, T.: Adaptive routing strategies for modern high performance networks. In: 16th IEEE Symposium on High Performance Interconnects, 2008, HOTI’08, pp. 165–172. IEEE (2008)

    Google Scholar 

  8. Greenberg, A., Hamilton, J.R., Jain, N., Kandula, S., Kim, C., Lahiri, P., Maltz, D.A., Patel, P., Sengupta, S.: VL2: a scalable and flexible data center network. ACM SIGCOMM Comput. Commun. Rev. 39, 51–62 (2009). ACM

    Article  Google Scholar 

  9. Guo, C., Lu, G., Li, D., Wu, H., Zhang, X., Shi, Y., Tian, C., Zhang, Y., Lu, S.: Bcube: a high performance, server-centric network architecture for modular data centers. ACM SIGCOMM Comput. Commun. Rev. 39(4), 63–74 (2009)

    Article  Google Scholar 

  10. Kim, J., Dally, W.J., Dally, J., Abts, D.: Adaptive routing in high-radix clos network. In: SC 2006 Conference, Proceedings of the ACM/IEEE, pp. 7–7. IEEE (2006)

    Google Scholar 

  11. Leiserson, C.E.: Fat-trees: universal networks for hardware-efficient supercomputing. IEEE Trans. Comput. 100(10), 892–901 (1985)

    Article  Google Scholar 

  12. Soule, A., Salamatia, K., Taft, N., Emilion, R., Papagiannaki, K.: Flow classification by histograms: or how to go on safari in the internet. ACM SIGMETRICS Perform. Eval. Rev. 32(1), 49–60 (2004)

    Article  Google Scholar 

  13. Tian, C., Alimi, R., Yang, Y.R., Zhang, D.: Shadowstream: performance evaluation as a capability in production internet live streaming networks. In: Proceedings of the ACM SIGCOMM 2012 conference on Applications, Technologies, Architectures, and Protocols for Computer Communication, pp. 347–358. ACM (2012)

    Google Scholar 

  14. Tian, C., Jiang, H., Iyengar, A., Liu, X., Wu, Z., Chen, J., Liu, W., Wang, C.: Improving application placement for cluster-based web applications. IEEE Trans. Netw. Service Manage. 8(2), 104–115 (2011)

    Article  Google Scholar 

  15. Tian, C., Jiang, H., Liu, X., Liu, W.: Revisiting dynamic query protocols in unstructured peer-to-peer networks. IEEE Trans. Parallel Distrib. Syst. 23(1), 160–167 (2012)

    Article  Google Scholar 

  16. Tian, C., Jiang, H., Wang, C., Wu, Z., Chen, J., Liu, W.: Neither shortest path nor dominating set: aggregation scheduling by greedy growing tree in multihop wireless sensor networks. IEEE Trans. Veh. Technol. 60(7), 3462–3472 (2011)

    Article  Google Scholar 

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Wang, Y., Tian, C., Wang, S., Liu, W. (2015). Performance Evaluation of Routing Schemes in Data Center Clos Networks. In: Zhang, S., Xu, K., Xu, M., Wu, J., Wu, C., Zhong, Y. (eds) Frontiers in Internet Technologies. ICoC 2014. Communications in Computer and Information Science, vol 502. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-46826-5_7

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  • DOI: https://doi.org/10.1007/978-3-662-46826-5_7

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  • Online ISBN: 978-3-662-46826-5

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