Abstract
Adjacency lists are frequently used in graphing or map based applications. Although efficient concurrent linked-list algorithms are well known, it can be difficult to adapt these approaches to build a high-performance adjacency list. Furthermore, it can often be desirable to execute operations in these data structures transactionally, or perform a sequence of operations in one atomic step. In this paper, we present a lock-free transactional adjacency list based on a multi-dimensional list (MDList). We are able to combine known linked list strategies with the capability of the MDList in order to efficiently organize graph vertexes and their edges. We design our underlying data structure to be node-based and linearizable, then use the Lock-Free Transactional Transformation (LFTT) methodology to efficiently enable transactional execution. In our performance evaluation, our lock-free transactional adjacency list achieves an average of 50% speedup over a transactional boosting implementation.
This research was supported by the National Science Foundation under NSF OAC 1440530, NSF CCF 1717515, and NSF OAC 1740095.
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References
Cain, H.W., Michael, M.M., Frey, B., May, C., Williams, D., Le, H.: Robust architectural support for transactional memory in the power architecture. In: ACM SIGARCH Computer Architecture News, vol. 41, pp. 225–236. ACM (2013)
Dalessandro, L., Spear, M.F., Scott, M.L.: NOrec: streamlining STM by abolishing ownership records. In: ACM Sigplan Notices, vol. 45, pp. 67–78. ACM (2010)
Dice, D., Lev, Y., Moir, M., Nussbaum, D., Olszewski, M.: Early experience with a commercial hardware transactional memory implementation. Sun Microsystems Technical report (2009)
Dice, D., Shalev, O., Shavit, N.: Transactional locking II. In: Dolev, S. (ed.) DISC 2006. LNCS, vol. 4167, pp. 194–208. Springer, Heidelberg (2006). https://doi.org/10.1007/11864219_14
Fomitchev, M., Ruppert, E.: Lock-free linked lists and skip lists. In: Proceedings of the Twenty-Third Annual ACM Symposium on Principles of Distributed Computing, pp. 50–59. ACM (2004)
Fraser, K.: Practical lock-freedom. Technical report, University of Cambridge, Computer Laboratory (2004)
Harris, T.L.: A pragmatic implementation of non-blocking linked-lists. In: Welch, J. (ed.) DISC 2001. LNCS, vol. 2180, pp. 300–314. Springer, Heidelberg (2001). https://doi.org/10.1007/3-540-45414-4_21
Herlihy, M., Lev, Y., Shavit, N.: A lock-free concurrent skiplist with wait-free search. Unpublished Manuscript, Sun Microsystems Laboratories, Burlington, Massachusetts (2007)
Herlihy, M., Koskinen, E.: Transactional boosting: a methodology for highly-concurrent transactional objects. In: Proceedings of the 13th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, pp. 207–216. ACM (2008)
Herlihy, M., Luchangco, V., Moir, M., Scherer III, W.N.: Software transactional memory for dynamic-sized data structures. In: Proceedings of the Twenty-Second Annual Symposium on Principles of Distributed Computing, pp. 92–101. ACM (2003)
Herlihy, M., Moss, J.E.B.: Transactional memory: architectural support for lock-free data structures, vol. 21. ACM (1993)
Intel. Intel 64 and IA-32 architectures optimization reference manual (2016)
Marathe, V.J., et al.: Lowering the overhead of nonblocking software transactional memory. In: Workshop on Languages, Compilers, and Hardware Support for Transactional Computing (TRANSACT) (2006)
Michael, M.M.: High performance dynamic lock-free hash tables and list-based sets. In: Proceedings of the Fourteenth Annual ACM Symposium on Parallel Algorithms and Architectures, pp. 73–82. ACM (2002)
Michael, M.M.: Safe memory reclamation for dynamic lock-free objects using atomic reads and writes. In: Proceedings of the Twenty-First Annual Symposium on Principles of Distributed Computing, pp. 21–30. ACM (2002)
Saha, B., Adl-Tabatabai, A.-R., Hudson, R.L., Minh, C.C., Hertzberg, B.: McRT-STM: a high performance software transactional memory system for a multi-core runtime. In: Proceedings of the Eleventh ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, pp. 187–197. ACM (2006)
Shavit, N., Lotan, I.: Skiplist-based concurrent priority queues. In: 2000 Proceedings of the 14th International Parallel and Distributed Processing Symposium, IPDPS 2000, pp. 263–268. IEEE (2000)
Shavit, N., Touitou, D.: Software transactional memory. Distrib. Comput. 10(2), 99–116 (1997)
Spiegelman, A., Golan-Gueta, G., Keidar, I.: Transactional data structure libraries. In: Proceedings of the 37th ACM SIGPLAN Conference on Programming Language Design and Implementation (PLDI 2016), vol. 51, pp. 682–696. ACM (2016)
Sundell, H., Tsigas, P.: Fast and lock-free concurrent priority queues for multi-thread systems. In: 2003 Proceedings of the International Parallel and Distributed Processing Symposium, pp. 11–pp. IEEE (2003)
Treiber, R.K.: Systems programming: coping with parallelism. International Business Machines Incorporated, Thomas J. Watson Research Center (1986)
Valois, J.D.: Lock-free linked lists using compare-and-swap. In: Proceedings of the Fourteenth Annual ACM Symposium on Principles of Distributed Computing, pp. 214–222. ACM (1995)
Yoo, R.M., Hughes, C.J., Lai, K., Rajwar, R.: Performance evaluation of intel® transactional synchronization extensions for high-performance computing. In: 2013 International Conference for High Performance Computing, Networking, Storage and Analysis (SC), pp. 1–11. IEEE (2013)
Zhang, D., Dechev, D.: An efficient lock-free logarithmic search data structure based on multi-dimensional list. In: 2016 IEEE 36th International Conference on Distributed Computing Systems (ICDCS), pp. 281–292. IEEE (2016)
Zhang D., Dechev, D.: Lock-free transactions without rollbacks for linked data structures. In: Proceedings of the 28th ACM Symposium on Parallelism in Algorithms and Architectures, pp. 325–336. ACM (2016)
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Painter, Z., Peterson, C., Dechev, D. (2019). Lock-Free Transactional Adjacency List. In: Rauchwerger, L. (eds) Languages and Compilers for Parallel Computing. LCPC 2017. Lecture Notes in Computer Science(), vol 11403. Springer, Cham. https://doi.org/10.1007/978-3-030-35225-7_14
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