Abstract
Container memory live migration is an iterative process of memory pages transmission, which is challenging in Wide Area Network (WAN) because the migration often takes too long to finish or even fails due to limited bandwidth. To facilitate container memory live migration in WAN, a key point is to reduce the size of data transmission. In light of this, we leverage popularity values to express the refresh frequency of container memory pages, and propose a new container memory live migration method based on dirty page popularity perception. Our method calculates memory dirty page popularity values and uses these values to perform adaptive memory transmission during migration. We illustrate the proposed method with a detailed discussion on the key algorithm and data structure, and we also implement a prototype system for evaluation. Experimental results reveal that our method improves the container memory live migration efficiency by reducing the total transmitted data with a negligible performance overhead.
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References
Clark, C., Fraser, K., Hand, S., et al.: Live migration of virtual machines. In: Proceedings of the 2nd Conference on Symposium on Networked Systems Design & Implementation-Volume 2. USENIX Association, pp. 273–286 (2005)
Kivity, A., Kamay, Y., Laor, D., et al.: KVM: the Linux virtual machine monitor. In: Proceedings of the Linux Symposium, vol. 1, pp. 225–230 (2007)
Barham, P., Dragovic, B., Fraser, K., et al.: Xen and the art of virtualization. ACM SIGOPS operating systems review. ACM 37(5), 164–177 (2003)
Ma, F., Liu, F., Liu, Z.: Live virtual machine migration based on improved pre-copy approach. In: 2010 IEEE International Conference on Software Engineering and Service Sciences (ICSESS), pp. 230–233. IEEE (2010)
Hines, M.R., Gopalan, K.: Post-copy based live virtual machine migration using adaptive pre-paging and dynamic self-ballooning. In: Proceedings of the 2009 ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments, pp. 51–60. ACM (2009)
Namespace [EB/OL]. https://en.wikipedia.org/wiki/Linux_namespaces
Cgroups [EB/OL]. https://en.wikipedia.org/wiki/Cgroups
Zhong, H., Nieh, J.: CRAK: linux checkpoint/restart as a kernel module. Technical Report CUCS-014–01, Department of Computer Science, Columbia University (2001)
Hacker, T.J., Romero, F., Nielsen, J.J.: Secure live migration of parallel applications using container-based virtual machines. Int. J. Space-Based Situated Comput. 2(1), 45–57 (2012)
Criu, Inc. Criu [EB/OL]. https://criu.org
Osman, S., Subhraveti, D., Gong, S., et al.: The design and implementation of Zap: a system for migrating computing environments. 36(SI), 361–376 (2002)
Elgazar, A., Harras, K.A.: Enabling seamless container migration in edge platforms. In: Workshop Challenged Networks, pp. 1–6 (2019)
Sinha, P.K., Doddamani, S., Lu, H., et al.: mWarp: accelerating Intra-host live container migration via memory warping. In: Conference on Computer Communications Workshops, pp. 508–513 (2019)
Tao, X., Esposito, F., Sacco, A., et al.: A policy-based architecture for container migration in software defined infrastructures. In: IEEE Conference on Network Softwarization, pp. 198–202 (2019)
Benjaponpitak, T., Karakate, M., Sripanidkulchai, K.: Enabling live migration of containerized applications across clouds. In: IEEE INFOCOM 2020 - IEEE Conference on Computer Communications. IEEE (2020)
Berg, G., Brattlöf, M., Blanche, A.D., et al.: Evaluating distributed MPI checkpoint and restore using docker containers and CRIU. In: International Conference on Electrical, Communication, Electronics, Instrumentation and Computing (2019)
Qiu, M.K., Xue, C., Sha, H.-M.E., et al.: Voltage assignment with guaranteed probability satisfying timing constraint for real-time multiproceesor DSP. J. VLSI Sig. Proc. 46(1), 55–73 (2007)
Dai, W., Qiu, M., Qiu, L., Chen, L., et al.: Who moved my data? privacy protection in smartphones. IEEE Commun. Mag. 55(1), 20–25 (2017)
Qiu, M.K., Zhang, K., Huang, M.L.: An empirical study of web interface design on small display devices. In: IEEE/WIC/ACM International Conference on Web Intelligence. ACM (2004)
Gai, K., Qiu, M.K., Zhao, H.: Security-aware efficient mass distributed storage approach for cloud systems in big data. In: IEEE International Conference on Big Data Security on Cloud. IEEE (2016)
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Shang, Y., Lv, D., Liu, J., Dong, H., Ren, T. (2021). Container Memory Live Migration in Wide Area Network. In: Qiu, M. (eds) Smart Computing and Communication. SmartCom 2020. Lecture Notes in Computer Science(), vol 12608. Springer, Cham. https://doi.org/10.1007/978-3-030-74717-6_8
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DOI: https://doi.org/10.1007/978-3-030-74717-6_8
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