A Service-oriented Scalable Dictionary in MPI

نویسنده

  • Sarwar ALAM
چکیده

In this paper we present a distributed, in-memory, message passing implementation of a dynamic ordered dictionary structure. The structure is based on a distributed fine-grain implementation of a skip list that can scale across a cluster of multicore machines. We present a service-oriented approach to the design of distributed data structures in MPI where the skip list elements are active processes that have control over the list operations. Our implementation makes use of the unique features of Fine-Grain MPI and introduces new algorithms and techniques to achieve scalable performance on a cluster of multicore machines. We introduce shortcuts, a mechanism that is used for service discovery, as an optimisation technique to trade-off consistency semantics with performance. Our implementation includes a novel skip list based range query operation. Range-queries are implemented in a way that parallelises the operation and takes advantage of the recursive properties of the skip list structure. We report the performance of the skip list on a medium sized cluster with two hundred cores and show that it achieves scalable performance.

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تاریخ انتشار 2014