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CS186 Final Review Query Optimization
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Overview Query Relational Algebra Tree What is a query plan? ?
Implementation choices at each operator Order of operators What is a query plan? Tree of R.A. ops (and some others) with choice of algorithm for each op. Reserves Sailors sid=sid bid=100 rating > 5 sname ?
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Join Joins (Chapter 14.4) (Page-oriented) Nested loops join
Blocked nested loops: simple, exploits buffer pages Indexed nested loops: best if 1 relation small and one indexed Sort/Merge Join sort cost + merge cost (M+N M*N) Hash Join partition cost (2(M+N)) + match cost (M+N)
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Query Tree Rating from 1 to 10 100 boats |S| = 500, |R|=1000
SELECT S.sname FROM Reserves R, Sailors S WHERE R.sid=S.sid AND R.bid=100 AND S.rating>5 Rating from 1 to 10 100 boats |S| = 500, |R|=1000 Sailors Reserves sid=sid bid=100 rating > 5 sname (Page-Oriented Nested loops) (On-the-fly) Reserves Sailors sid=sid bid=100 sname (Page-Oriented Nested loops) (On-the-fly) rating>5 (Scan & Write to temp T2)
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Query Tree Left-deep plans Relational Algebra Equivalences
Fully pipelined plans: Intermediate results not written to temporary files. All left-deep trees are fully pipelined? (SM join?) Relational Algebra Equivalences Chapter 15.3 Cost estimation Reduction Factors (also called “selectivity”) values are uniformly distributed histogram
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Choice of Algorithm for Operator
Rating from 1 to 10, 100 boats |S| = 500, |R|=1000 Sailors Reserves sid=sid rating > 5 sname (Page-Oriented Nested loops) (On-the-fly) bid=100 (Scan & Write to temp T2) Reserves Sailors sid=sid bid=100 sname (On-the-fly) rating > 5 (Scan; write to temp T1) temp T2) (Sort-Merge Join) 4250 IOs 3560 IOs
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Choice of Algorithm for Operator
What affect choices? # Buffer Pages Statistic of the relation Index? Clustered Unclustered: access each tuple 1 I/O
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Conclusion What you should know?
Given a SQL query, how to give the best (good) query plan? Best plan for accessing each relation Enumeration to get trees (left-deep join) Select algorithm for each operator Cost estimation # of Buffer? Index
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