Title :
RStore: A Direct-Access DRAM-based Data Store
Author :
Trivedi, Animesh ; Stuedi, Patrick ; Metzler, Bernard ; Lutz, Clemens ; Schmatz, Martin ; Gross, Thomas R.
fDate :
June 29 2015-July 2 2015
Abstract :
Distributed DRAM stores have become an attractive option for providing fast data accesses to analytics applications. To accelerate the performance of these stores, researchers have proposed using RDMA technology. RDMA offers high bandwidth and low latency data access by carefully separating resource setup from IO operations, and making IO operations fast by using rich network semantics and offloading. Despite recent interest, leveraging the full potential of RDMA in a distributed environment remains a challenging task. In this paper, we present RDMA Store or RStore, a DRAM-based data store that delivers high performance by extending RDMA´s separation philosophy to a distributed setting. RStore achieves high aggregate bandwidth (705 Gb/s) and close-to-hardware latency on our 12-machine testbed. We developed a distributed graph processing framework and a Key-Value sorter using RStore´s unique memory-like API. The graph processing framework, which relies on RStore for low-latency graph access, outperforms state-of-the-art systems by margins of 2.6 -- 4.2× when calculating Page Rank. The Key-Value sorter can sort 256 GB of data in 31.7 sec, which is 8× better than Hadoop TeraSort in a similar setting.
Keywords :
DRAM chips; application program interfaces; file organisation; magnetic disc storage; PageRank; RDMA Store; RStore; direct-access DRAM-based data store; distributed graph processing framework; key-value sorter; low-latency graph access; memory-like API; remote direct memory access; Bandwidth; Distributed databases; Memory management; Random access memory; Resource management; Servers; Data processing; Data storage systems; Next generation networking;
Conference_Titel :
Distributed Computing Systems (ICDCS), 2015 IEEE 35th International Conference on
Conference_Location :
Columbus, OH
DOI :
10.1109/ICDCS.2015.74