ViViD Cuckoo Hash: Fast Cuckoo Table Building in SIMD

Flaviene Scheidt de Cristo, E. Almeida, M. Alves
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引用次数: 5

Abstract

Hash Tables play a lead role in modern databases systems during the execution of joins, grouping, indexing, removal of duplicates, and accelerating point queries. In this paper, we focus on Cuckoo Hash, a technique to deal with collisions guaranteeing that data is retrieved with at most two memory access in the worst case. However, building the Cuckoo Table with the current scalar methods is inefficient when treating the eviction of the colliding keys. We propose a Vertically Vectorized data-dependent method to build Cuckoo Tables - ViViD Cuckoo Hash. Our method exploits data parallelism with AVX-512 SIMD instructions and transforms control dependencies into data dependencies to make the build process faster with an overall reduction in response time by 90% compared to the scalar Cuckoo Hash.
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生动的杜鹃哈希:快速杜鹃表建设在SIMD
在现代数据库系统中,哈希表在执行连接、分组、索引、删除重复项和加速点查询时起着主导作用。在本文中,我们关注Cuckoo Hash,这是一种处理碰撞的技术,保证在最坏的情况下最多两次内存访问即可检索数据。然而,在处理碰撞键的移除时,使用当前的标量方法构建Cuckoo Table是低效的。我们提出了一种垂直向量化的基于数据的杜鹃表构建方法——ViViD杜鹃哈希。我们的方法利用AVX-512 SIMD指令的数据并行性,并将控制依赖项转换为数据依赖项,使构建过程更快,与标量Cuckoo Hash相比,总体响应时间减少了90%。
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