1 / 25

Analysis of Virtualization Technologies for High Performance Computing Environments

This study compares Xen, KVM, and VirtualBox hypervisors against native hardware for high-performance computing. It discusses the features, usability, and performance analysis of these virtualization technologies in cloud computing and scientific computing environments.

normanwilson
Download Presentation

Analysis of Virtualization Technologies for High Performance Computing Environments

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Analysis of Virtualization Technologies for High Performance Computing Environments Andrew J. Younge, Robert Henschel, James T. Brown, Gregor von Laszewski, Judy Qiu, Geoffrey C. Fox Indiana University Bloomington https://portal.futuregrid.org

  2. Outline • Introduction • Related work • Feature comparison • FutureGrid experimental setup • Performance comparison • HPCC • SPEC • Discussion https://portal.futuregrid.org

  3. Introduction • What is Virtualization? • A method of partitioning a physical computer into multiple “virtual” computers, each acting independently as if they were running directly on hardware. • What is a Hypervisor? • A technique used to run multiple operating systems simultaneously on a single resource. • Also called a Virtual Machine Monitor (VMM). • What is a Virtual Machine? • A software implementation of a machine that executes as if it was running on a physical resource directly. • Why does it matter? • Cloud Computing!!! https://portal.futuregrid.org

  4. Motivation • Most “Cloud” deployments rely on virtualization. • Amazon EC2, GoGrid, Azure, Rackspace Cloud … • Nimbus, Eucalyptus, OpenNebula, OpenStack … • Number of Virtualization tools or Hypervisors available today. • Xen, KVM, VMWare, Virtualbox, Hyper-V … • Need to compare these hypervisors for use within the scientific computing community. https://portal.futuregrid.org

  5. Current Hypervisors https://portal.futuregrid.org

  6. Hypervisors • Evaluate Xen, KVM, and VirtualBox hypervisors against native hardware • Common, well documented • Open source, open architecture • Relatively mature & stable • Cannot benchmark VMWare hypervisors due to proprietary licensing issues. https://portal.futuregrid.org

  7. Related Research • Some work has already been done to evaluate performance… • Karger, P. & Safford, D. I/O for virtual machine monitors: Security and performance issues. Security & Privacy, IEEE, IEEE, 2008, 6, 16-23 • Koh, Y.; Knauerhase, R.; Brett, P.; Bowman, M.; Wen, Z. & Pu, C. An analysis of performance interference effects in virtual environments. Performance Analysis of Systems & Software, 2007. ISPASS 2007. IEEE International Symposium on, 2007, 200209. • K. Jackson, L. Ramakrishnan, K. Muriki, S. Canon, S. Cholia, J. Shalf, H. Wasserman, and N. Wright, “Performance Analysis of High Performance Computing Applications on the Amazon Web Services Cloud,” in 2nd IEEE International Conference on Cloud Computing Technology and Science. IEEE, 2010, pp. 159–168. • P. Barham, B. Dragovic, K. Fraser, S. Hand, T. L. Harris, A. Ho, R. Neugebauer, I. Pratt, and A. Warfield, “Xen and the art of virtualization,” in Proceedings of the 19th ACM Symposium on Operating Systems Principles, New York, U. S. A., Oct. 2003, pp. 164–177. • Adams, K. & Agesen, O. A comparison of software and hardware techniques for x86 virtualization. Proceedings of the 12th international conference on Architectural support for programming languages and operating systems, 2006, 2-13. https://portal.futuregrid.org

  8. Features https://portal.futuregrid.org

  9. Usability • KVM and VirtualBox trivial to install & deploy. • Xen requires special kernel, leading to more complications. • VMWare ESX runs as a standalone hypervisor. • All are supported under Libvirt API. • Used by many IaaS frameworks. • Xen & Virtualbox have nice CLI, VMWare has an advanced web based GUI. https://portal.futuregrid.org

  10. Performance Analysis • In order to assess various performance metrics, benchmarks are needed. • Provide a fair, apples-to-apples comparison between each hypervisor. • Comparisons can be made across other benchmark submissions on different machines. • Reproducible and verifiable results. • Open standards, no special optimizations or tricks available (hopefully). https://portal.futuregrid.org

  11. FutureGrid is an experimental grid and cloud test-bed with a wide variety of computing services available to users. FutureGrid • HW Resources at: Indiana University, San Diego Supercomputer Center, University of Chicago / Argonne National Lab, Texas Applied Computing Center, University of Florida, & Purdue • Software Partners: University of Southern California, University of Tennessee Knoxville, University of Virginia, Technische Universtität Dresden https://portal.futuregrid.org

  12. Testing Environment • All tests conducted on the IU India cluster as part of FutureGrid. • Identical nodes used for each hypervisor, as well as a bare-metal (native) machine for the control group. • Each host OS runs RedHat Enterprise Linux 5.5. • India: 256 1U compute nodes • 2 Intel Xeon 5570 Quad core CPUs at 2.93Ghz • 24GB DDR2 Ram • 500GB 10k HDDs • InfiniBand DDR 20Gbs

  13. Testing Environment (cont) • Guest Operating System: • RedHat Enterprise Linux 5.5 x86_64 • Kernel 2.6.18-194.8.1.el5 • Minimal server installation (Base, Core) • Default settings and services • Full virtualization using Intel VT-x • Each VM gets 16GB of memory • Virtualization Add- ons: • Xen: version 3.1.0 with 2.6.18-194.8.1.el5xen kernel • KVM: version 83 • VirtualBox: version 3.2.10_66523_rhel5 • Bare-Metal OS = Host OS https://portal.futuregrid.org

  14. Benchmark Setup HPCC SPEC OMP From the Standard Performance Evaluation Corporation. Suite of applications aggrigated together Focuses on well-rounded OpenMP benchmarks. Full system performance analysis for OMP. • Industry standard HPC benchmark suite from University of Tennessee. • Sponsored by NSF, DOE, DARPA. • Includes Linpack, FFT benchmarks, and more. • Targeted for CPU and Memory analysis. https://portal.futuregrid.org

  15. https://portal.futuregrid.org

  16. https://portal.futuregrid.org

  17. https://portal.futuregrid.org

  18. https://portal.futuregrid.org

  19. https://portal.futuregrid.org

  20. Performance Roundup • Hypervisor performance in Linpack reaches roughly 70% of native performance during our tests, with Xen showing a high degree of variation. • FFT benchmarks seem to be less influenced by hypervisors, with KVM and VirtualBox performing at native speeds yet Xen incurs a 50% performance hit with MPIFFT. • With PingPong latency KVM and VirtualBox perform close to native speeds while Xen has large latencies under maximum conditions. • Bandwidth tests vary largely, with the VirtualBox hypervisor performing the best, however having large performance variations. • SPEC benchmarks show KVM at near-native speed, with Xen and VirtualBox close behind. https://portal.futuregrid.org

  21. Conclusion • Big Question: Is Cloud Computing viable for scientific High Performance Computing? • Our answer is “Yes” (for the most part). • Features: All hypervisors are similar. • Performance: KVM is fastest across most benchmarks, VirtualBox close. • Overall, we have found KVM to be the best hypervisor choice for HPC. • Currently moving to KVM for all of FutureGrid. https://portal.futuregrid.org

  22. Thank you! https://portal.futuregrid.org

  23. Virtual Machines http://futuregrid.org

  24. Feature Roundup • All hypervisors evaluated have acceptable level of features for x86 virtualization. • Xen provides best expandability, supporting up to 128 CPUs and 4TB of RAM. • Can remove CPU limit for KVM. • VirtualBox needs to add support for >16GB RAM. • All have API plugins to allow for simplified IaaS usage. Need to learn more from a performance comparison…. https://portal.futuregrid.org

  25. Benchmarks • SPEC Benchmarks • specCPU 2006 – CPU bound benchmark • specMPI 2007 – MPI: cpu, memory, network • specOMP 2001 – Open MP: cpu, memory, IPC • specVIRT 2010 – CPU, memory, disk I/O, network • HPCC Benchmarks • HPL (Linpack), DGEMM, STREAM, PTRANS, RandomAccess, FFT, etc http://futuregrid.org

More Related