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论文解析 -- Building An Elastic Query Engine on Disaggregated Storage (NSDI 2020)

摘要: Introduction 引入Shared-nothing架构 Shared-nothing architectures have been the foundation of traditional query execution engines and data warehousing syst 阅读全文
posted @ 2021-03-25 13:50 fxjwind 阅读(461) 评论(0) 推荐(1) 编辑

DeepDB: Learn from Data, not from Queries! (2020,PVLDB)

摘要: 主导的学习组件,是query-based,workload-driven,以一堆有代表性的queryset去实际运行,产生训练集。 The predominant「占主导的」 approach for learned DBMS components is that they capture the 阅读全文
posted @ 2021-03-11 14:19 fxjwind 阅读(481) 评论(0) 推荐(0) 编辑

论文解析 -- Efficiently Approximating Selectivity Functions using Low Overhead Regression Models (2020)

摘要: 这篇文章,主体在说,如何降低训练的代价 从两个方面,降低training set大小,降低单个训练样本的label的收集成本 ABSTRACT (现状)Today's query optimizers use fast selectivity estimation techniques but ar 阅读全文
posted @ 2021-03-03 17:50 fxjwind 阅读(152) 评论(0) 推荐(0) 编辑

Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation

摘要: Histogram和KDE的分别 参考,https://www.jianshu.com/p/428ae3658f85 Histogram的问题比较明显,首先不平滑,再者分布和区间大小和偏移有很大关系,比如底下两个分布图差别非常大 所以Histogram误差是比较大的 KDE的基本思想比较简单 首先K 阅读全文
posted @ 2021-01-21 11:36 fxjwind 阅读(228) 评论(0) 推荐(0) 编辑

论文解析 -- Selectivity Estimation for Range Predicates using Lightweight Models (2019)

摘要: 摘要 (点题)Query optimizers depend on selectivity estimates of query predicates to produce a good execution plan. (当前的方案)When a query contains multiple pr 阅读全文
posted @ 2021-01-19 15:45 fxjwind 阅读(714) 评论(0) 推荐(0) 编辑

论文解析 -- LeanStore: In-Memory Data Management Beyond Main Memory

摘要: INTRODUCTION Managing large data sets has always been the raison d’ˆetre (a French expression commonly used in English, meaning "reason for being" or 阅读全文
posted @ 2021-01-05 14:55 fxjwind 阅读(662) 评论(1) 推荐(1) 编辑

论文解析 -- Anti-Caching: A New Approach to Database Management System Architecture

摘要: INTRODUCTION (Disk-oriented数据库的问题,维护buffer pool)DBMSs invariably(always) maintain a buffer pool of blocks in main memory for faster access. When an ex 阅读全文
posted @ 2020-12-25 16:08 fxjwind 阅读(372) 评论(0) 推荐(0) 编辑

论文解析 -- What’s Really New with NewSQL?

摘要: ABSTRACT (点题)A new class of database management systems (DBMSs) called NewSQL tout(吹捧) their ability to scale modern on-line transaction processing (O 阅读全文
posted @ 2020-12-23 18:06 fxjwind 阅读(380) 评论(0) 推荐(0) 编辑

论文解析 -- An Empirical Evaluation of In-Memory Multi-Version Concurrency Control

摘要: ABSTRACT (点题)Multi-version concurrency control (MVCC) is currently the most popular transaction management scheme in modern database management system 阅读全文
posted @ 2020-12-16 17:38 fxjwind 阅读(565) 评论(0) 推荐(0) 编辑

论文解析 -- TiDB: A Raftbased HTAP Database

摘要: 摘要 Hybrid Transactional and Analytical Processing (HTAP) databases require processing transactional and analytical queries in isolation to remove the 阅读全文
posted @ 2020-12-01 15:50 fxjwind 阅读(714) 评论(0) 推荐(0) 编辑
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