Parallel Index-based Stream Join on a Multicore CPU
March 01, 2019 ยท Declared Dead ยท ๐ SIGMOD Conference
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Authors
Amirhesam Shahvarani, Hans-Arno Jacobsen
arXiv ID
1903.00452
Category
cs.DB: Databases
Citations
27
Venue
SIGMOD Conference
Last Checked
3 months ago
Abstract
There is increasing interest in using multicore processors to accelerate stream processing. For example, indexing sliding window content to enhance the performance of streaming queries is greatly improved by utilizing the computational capabilities of a multicore processor. However, designing an effective concurrency control mechanism that addresses the problem of concurrent indexing in highly dynamic settings remains a challenge. In this paper, we introduce an index data structure, called the Partitioned In-memory Merge-Tree, to address the challenges that arise when indexing highly dynamic data, which are common in streaming settings. To complement the index, we design an algorithm to realize a parallel index-based stream join that exploits the computational power of multicore processors. Our experiments using an octa-core processor show that our parallel stream join achieves up to 5.5 times higher throughput than a single-threaded approach.
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