Naiad: A timely dataflow system

SOSP 2013 - Proceedings of the 24th ACM Symposium on Operating Systems Principles

Volumn , Issue , 2013, Pages 439-455

  Murray, Derek G ^a   McSherry, Frank ^a   Isaacs, Rebecca ^a   Isard, Michael ^a   Barham, Paul ^a   Abadi, Martín ^a  

^a MICROSOFT RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL MODEL; COORDINATION MECHANISMS; DATA-FLOW COMPUTATION; DISTRIBUTED SYSTEMS; HIGH PERFORMANCE APPLICATIONS; HIGH-LEVEL PROGRAMMING MODELS; INCREMENTAL COMPUTATION; SPECIALIZED SYSTEMS;

ITERATIVE METHODS;

PARALLEL PROCESSING SYSTEMS;

EID: 84889658377     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2517349.2522738     Document Type: Conference Paper

References (46)

1. The ClueWeb09 Dataset. http://lemurproject.org/clueweb09.
2. Parallel Data Warehouse. http://www.microsoft.com/en-us/sqlserver/ solutions-technologies/data-warehousing/pdw.aspx.
3. Storm: Distributed and fault-tolerant realtime computation. http://storm-project.net/.
4. M. Abadi, F. McSherry, D. G. Murray, and T. L. Rodeheffer. Formal analysis of a distributed algorithm for tracking progress. In Proceedings of the IFIP Joint International Conference on Formal Techniques for Distributed Systems, June 2013.
5. T. Akidau, A. Balikov, K. Bekiroǧlu, S. Chernyak, J. Haberman, R. Lax, S. McVeety, D. Mills, P. Nordstrom, and S. Whittle. MillWheel: fault-tolerant stream processing at Internet scale. In Proceedings of the 39th International Conference on Very Large Data Bases (VLDB), Aug. 2013.
6. M. Alizadeh, A. Greenberg, D. A. Maltz, J. Padhyey, P. Pately, B. Prabhakarz, S. Senguptay, and M. Sridharany. Data Center TCP (DCTCP). In Proceedings of the ACM International Conference on Applications, Technologies, Architectures and Protocols for Computer Communications (SIGCOMM), Aug. 2010.
7. P. Alvaro, N. Conway, J. M. Hellerstein, and W. R. Marczak. Consistency analysis in Bloom: a CALM and collected approach. In Proceedings of the 5th Conference on Innovative Data Systems Research (CIDR), Jan. 2011.
8. B. Calder, J. Wang, A. Ogus, N. Nilakantan, A. Skjolsvold, S. McKelvie, Y. Xu, S. Srivastav, J. Wu, H. Simitci, J. Haridas, C. Uddaraju, H. Khatri, A. Edwards, V. Bedekar, S. Mainali, R. Abbasi, A. Agarwal, M. F. ul Haq, M. I. ul Haq, D. Bhardwaj, S. Dayanand, A. Adusumilli, M. McNett, S. Sankaran, K. Manivannan, and L. Rigas. Windows Azure Storage: a highly available cloud storage service with strong consistency. In Proceedings of the 23rd ACM Symposium on Operating Systems Principles (SOSP), Oct. 2011.
9. B. Chandramouli, J. Goldstein, and D. Maier. On-the-fly progress detection in iterative stream queries. Proceedings of the Very Large Database Endowment (PVLDB), 2(1):241-252, Aug. 2009.
10. R. Cheng, J. Hong, A. Kyrola, Y. Miao, X. Weng, M. Wu, F. Yang, L. Zhou, F. Zhao, and E. Chen. Kineograph: taking the pulse of a fast-changing and connected world. In Proceedings of the EuroSys Conference, Apr. 2012.
11. J. Cipar, Q. Ho, J. K. Kim, S. Lee, G. R. Ganger, G. Gibson, K. Keeton, and E. Xing. Solving the straggler problem with bounded staleness. In Proceedings of the 14th Workshop on Hot Topics in Operating Systems (HotOS), May 2013.
12. D. D. Clark. Window and acknowledgement strategy in TCP. RFC 813, July 1982.
13. N. Conway, W. R. Marczak, P. Alvaro, J. M. Hellerstein, and D. Maier. Logic and lattices for distributed programming. In Proceedings of the 3rd ACM Symposium on Cloud Computing (SoCC), Oct. 2012.
14. J. Dean and L. A. Barroso. The tail at scale. Communications of the ACM, 56(2):74-80, Feb. 2013.
15. J. Dean and S. Ghemawat. MapReduce: Simplified data processing on large clusters. In Proceedings of the 6th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Dec. 2004.
16. J. E. Gonzalez, Y. Low, H. Gu, D. Bickson, and C. Guestrin. PowerGraph: distributed graph-parallel computation on natural graphs. In Proceedings of the 10th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Oct. 2012.
17. D. Hsu, N. Karampatziakis, J. Langford, and A. Smola. Parallel online learning. In R. Bekkerman, M. Bilenko, and J. Langford, editors, Scaling Up Machine Learning: Parallel and Distributed Approaches. Cambridge University Press, Dec. 2011.
18. M. Isard, M. Budiu, Y. Yu, A. Birrell, and D. Fetterly. Dryad: Distributed data-parallel programs from sequential building blocks. In Proceedings of the EuroSys Conference, Mar. 2007.
19. Q. Ke, M. Isard, and Y. Yu. Optimus: A dynamic rewriting framework for execution plans of data-parallel computation. In Proceedings of the EuroSys Conference, Apr. 2013.
20. E. Kohler, R. Morris, B. Chen, J. Jannotti, and M. F. Kaashoek. The Click Modular Router. ACM Transactions on Computer Systems, 18(3):263-297, Aug. 2000.
21. H. Kwak, C. Lee, H. Park, and S. Moon. What is Twitter, a social network or a news media? In Proceedings of the 19th International World Wide Web Conference (WWW), Apr. 2010.
22. J. Li, K. Tufte, V. Shkapenyuk, V. Papadimos, T. Johnson, and D. Maier. Out-of-order processing: a new architecture for high-performance stream systems. Proceedings of the Very Large Database Endowment (PVLDB), 1(1):274-288, Aug. 2008.
23. B. T. Loo, T. Condie, M. Garofalakis, D. E. Gay, J. M. Hellerstein, P. Maniatis, R. Ranakrishnan, T. Roscoe, and I. Stoica. Declarative networking: language, execution and optimization. In Proceedings of the ACM International Conference on Management of Data (SIGMOD), June 2006.
24. B. T. Loo, T. Condie, J. M. Hellerstein, P. Maniatis, T. Roscoe, and I. Stoica. Implementing declarative overlays. In Proceedings of the 20th ACM Symposium on Operating Systems Principles (SOSP), Oct. 2005.
25. B. T. Loo, J. M. Hellerstein, I. Stoica, and R. Ramakrishnan. Declarative routing: extensible routing with declarative queries. In Proceedings of the ACM International Conference on Applications, Technologies, Architectures and Protocols for Computer Communications (SIGCOMM), Aug. 2005.
26. Y. Low, J. Gonzalez, A. Kyrola, D. Bickson, C. Guestrin, and J. M. Hellerstein. GraphLab: A new parallel framework for machine learning. In Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence (UAI), July 2010.
27. G. Malewicz, M. H. Austern, A. J. C. Bik, J. C. Dehnert, I. Horn, N. Leiser, and G. Czajkowski. Pregel: a system for large-scale graph processing. In Proceedings of the ACM International Conference on Management of Data (SIGMOD), June 2010.
28. F. McSherry, D. G. Murray, R. Isaacs, and M. Isard. Differential dataflow. In Proceedings of the 6th Conference on Innovative Data Systems Research (CIDR), Jan. 2013.
29. C. Mitchell, R. Power, and J. Li. Oolong: asynchronous distributed applications made easy. In Proceedings of the 3rd Asia-Pacific Workshop on Systems (APSys), July 2012.
30. D. G. Murray, M. Schwarzkopf, C. Smowton, S. Smith, A. Madhavapeddy, and S. Hand. CIEL: a universal execution engine for distributed dataflow computing. In Proceedings of the 8th USENIX Symposium on Networked Systems Design and Implementation (NSDI), Mar. 2011.
31. D. Nagle, D. Serenyi, and A. Matthews. The Panasas ActiveScale storage cluster: Delivering scalable high bandwidth storage. In Proceedings of the ACM/IEEE Supercomputing Conference (SC), Nov. 2004.
32. J. Nagle. Congestion control in IP/TCP internet-works. RFC 896, Jan. 1984.
33. M. Najork. The scalable hyperlink store. In Proceedings of the 20th ACM Conference on Hypertext and Hypermedia, June 2009.
34. M. Najork, D. Fetterly, A. Halverson, K. Kenthapadi, and S. Gollapudi. Of hammers and nails: an empirical comparison of three paradigms for processing large graphs. In Proceedings of the 5th ACM International Conference on Web Search and Data Mining (WSDM), Feb. 2012.
35. J. Pelissier. Providing quality of service over InfiniBand™ Architecture fabrics. In Proceedings of the 8th IEEE Symposium on High Performance Interconnects (HOT Interconnects), 2000.
36. D. Peng and F. Dabek. Large-scale incremental processing using distributed transactions and notifications. In Proceedings of the 9th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Oct. 2010.
37. D. P. Reed and R. K. Kanodia. Synchronization with eventcounts and sequencers. Communications of the ACM, 22(2):115-123, Feb. 1979.
38. P. A. Tucker, D. Maier, T. Sheard, and L. Fegaras. Exploiting punctuation semantics in continuous data streams. IEEE Transactions on Knowledge and Data Engineering, 15(3), May/June 2002.
39. M. Welsh, D. Culler, and E. Brewer. SEDA: an architecture for well-conditioned, scalable internet services. In Proceedings of the 18th ACM Symposium on Operating Systems Principles (SOSP), Oct. 2001.
40. R. Xin, J. Gonzalez, M. Franklin, and I. Stoica. GraphX: A resilient distributed graph system on spark. In Proceedings of the Graph Data-management Experiences and Systems (GRADES) Workshop, June 2013.
41. Y. Yu, M. Isard, D. Fetterly, M. Budiu, Ú. Erlingsson, P. K. Gunda, and J. Currey. DryadLINQ: A system for general-purpose distributed data-parallel computing using a high-level language. In Proceedings of the 8th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Dec. 2008.
42. M. Zaharia, M. Chowdhury, T. Das, A. Dave, J. Ma, M. McCauley, M. Franklin, S. Shenker, and I. Stoica. Resilient Distributed Datasets: A fault-tolerant abstraction for in-memory cluster computing. In Proceedings of the 9th USENIX Symposium on Networked Systems Design and Implementation (NSDI), Apr. 2012.
43. M. Zaharia, T. Das, H. Li, T. Hunter, S. Shenker, and I. Stoica. Discretized Streams: Fault-tolerant streaming computation at scale. In Proceedings of the 24th ACM Symposium on Operating Systems Principles (SOSP), Nov. 2013.
44. M. Zaharia, A. Konwinski, A. D.Joseph, R. Katz, and I. Stoica. Improving MapReduce performance in heterogeneous environments. In Proceedings of the 8th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Dec. 2008.
45. Y. Zhang, Q. Gao, L. Gao, and C. Wang. PrIter: A distributed framework for prioritized iterative computations. In Proceedings of the 2nd ACM Symposium on Cloud Computing (SoCC), Oct. 2011.
46. Y. Zhang, Q. Gao, L. Gao, and C. Wang. Accelerate large-scale iterative computation through asynchronous accumulative updates. In Proceedings of the 3rd ACM Workshop on Scientific Cloud Computing (ScienceCloud), June 2012.