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CPS216: Advanced Database Systems Notes 02:Query Processing (Overview) Shivnath Babu
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Query Processing Declarative SQL Query Query Plan Focus: Relational System (i.e., data is organized as tables, or relations) NOTE: You will not be tested on how well you know SQL. Understanding the SQL introduced in class will be sufficient (a primer follows). SQL is described in Chapter 6, GMUW.
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Course Outline 50% of the class is about core DBMS concepts –Query execution, query optimization, transactions, recovery, etc. –Textbook material 50% of the class is on “what is happening today in data management” –New developments on textbook material –Web search – Google, Yahoo! –Solid State Drives (Flash Drives) –Simplifying database mgmt., self-tuning databases –Data streams –Data integration (structured data + unstructured data) –Data mining
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Course Logistics Reference: Database Systems: The Complete Book, by H. Garcia-Molina, J. D. Ullman, and J. Widom Web site: http://www.cs.duke.edu/courses/fall08/cps216 Grading: –Project 30% –Homework Assignments 20% –Midterm 20% –Final 30%
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SQL Primer Select From Where Example Filter Query over R(A,B,C): Select B From R Where R.A = “c” R.C > 10 We will focus on SPJ, or Select-Project-Join Queries
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SQL Primer (contd.) Select From Where Example Join Query over R(A,B,C) and S(C,D,E): Select B, D From R, S Where R.A = “c” S.E = 2 R.C = S.C We will focus on SPJ, or Select-Project-Join-Queries
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RABC S CDE a11010x2 b12020y2 c21030z2 d23540x1 e34550y3 AnswerB D 2 x Select B,D From R,S Where R.A = “c” S.E = 2 R.C=S.C
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How do we execute this query? - Do Cartesian product - Select tuples - Do projection One idea Select B,D From R,S Where R.A = “c” S.E = 2 R.C=S.C
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R X SR.AR.BR.CS.CS.DS.E a 1 10 10 x 2 a 1 10 20 y 2. c 2 10 10 x 2. Bingo! Got one... Select B,D From R,S Where R.A = “c” S.E = 2 R.C=S.C
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Relational Algebra - can be used to describe plans Ex: Plan I B,D R.A =“c” S.E=2 R.C=S.C X RS
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Relational Algebra Primer (Chapter 5, GMUW) Select: R.A =“c” R.C=10 Project: B,D Cartesian Product: R X S Natural Join: R S
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Relational Algebra - can be used to describe plans Ex: Plan I B,D R.A =“c” S.E=2 R.C=S.C X RS OR: B,D [ R.A=“c” S.E=2 R.C = S.C (RXS)]
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Another idea: B,D R.A = “c” S.E = 2 R(A,B,C) S(C,D,E) Plan II natural join Select B,D From R,S Where R.A = “c” S.E = 2 R.C=S.C
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R S A B C ( R ) ( S ) C D E a 1 10 A B C C D E 10 x 2 b 1 20c 2 10 10 x 2 20 y 2 c 2 10 20 y 2 30 z 2 d 2 35 30 z 2 40 x 1 e 3 45 50 y 3 Select B,D From R,S Where R.A = “c” S.E = 2 R.C=S.C
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Plan III Use R.A and S.C Indexes (1) Use R.A index to select R tuples with R.A = “c” (2) For each R.C value found, use S.C index to find matching tuples (3) Eliminate S tuples S.E 2 (4) Join matching R,S tuples, project B,D attributes, and place in result
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R S A B C C D E a 1 10 10 x 2 b 1 20 20 y 2 c 2 10 30 z 2 d 2 35 40 x 1 e 3 45 50 y 3 c 7 15 AC I1I1 I2I2 =“c” check=2? output: next tuple:
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parse Query rewriting Physical plan generation execute result SQL query parse tree logical query planstatistics physical query plan Query Optimization Query Execution Overview of Query Processing
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Example Query Select B,D From R,S Where R.A = “c” R.C=S.C
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Example: Parse Tree SELECT FROM WHERE AND B R S R.A=“c” R.CS.C= D Select B,D From R,S Where R.A = “c” R.C=S.C
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Along with Parsing … Semantic checks –Do the projected attributes exist in the relations in the From clause? –Ambiguous attributes? –Type checking, ex: R.A > 17.5 Expand views
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parse Query rewriting Physical plan generation execute result SQL query parse tree logical query plan statistics physical query plan Initial logical plan “Best” logical plan Logical plan Rewrite rules
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Initial Logical Plan Relational Algebra : B,D [ R.A=“c” R.C = S.C (RXS)] Select B,D From R,S Where R.A = “c” R.C=S.C B,D R.A = “c” Λ R.C = S.C X RS
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Apply Rewrite Rule (1) B,D [ R.C=S.C [ R.A=“c” (R X S)]] B,D R.A = “c” Λ R.C = S.C X RS B,D R.A = “c” X RS R.C = S.C
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Apply Rewrite Rule (2) B,D [ R.C=S.C [ R.A=“c” (R)] X S] B,D R.A = “c” X R S R.C = S.C B,D R.A = “c” X RS R.C = S.C
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Apply Rewrite Rule (3) B,D [[ R.A=“c” (R)] S] B,D R.A = “c” R S B,D R.A = “c” X R S R.C = S.C Natural join
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parse Query rewriting Physical plan generation execute result SQL query parse tree logical query plan statistics physical query plan Initial logical plan “Best” logical plan Logical plan Rewrite rules
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