Improving Hash Join Performance Through Prefetching

Provided by: Association for Computing Machinery
Topic: Storage
Format: PDF
Hash join algorithms suffer from extensive CPU cache stalls. This paper shows that the standard hash join algorithm for disk-oriented databases (i.e. GRACE) spends over 80% of its user time stalled on CPU cache misses, and explores the use of CPU cache prefetching to improve its cache performance. Applying prefetching to hash joins is complicated by the data dependencies, multiple code paths, and inherent randomness of hashing. The authors present two techniques; group prefetching and software-pipelined prefetching that overcome these complications.

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