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Normalization DB Tuning

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Normalization DB Tuning CS186 Final Review Session – PowerPoint PPT presentation

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Title: Normalization DB Tuning


1
NormalizationDB Tuning
  • CS186 Final Review Session

2
Plan
  • Functional Dependencies, Rules of Inference
  • Candidate Keys
  • Normal forms (BCNF/3NF)
  • Decomposition
  • BCNF
  • Lossless
  • Dependency preserving
  • 3NF Minimal cover
  • DB Tuning

3
Functional Dependencies
  • A functional dependency X ? Y holds over relation
    schema R if, for every allowable instance r of R
  • t1 ? r, t2 ? r, pX (t1) pX (t2)
  • implies pY (t1) pY (t2)
  • (where t1 and t2 are tuplesX and Y are sets of
    attributes)
  • In other words X ? Y means
  • Given any two tuples in r, if the X values are
    the same, then the Y values must also be the
    same. (but not vice versa!!)
  • Can read ? as determines

4
Rules of Inference
  • Armstrongs Axioms (X, Y, Z are sets of
    attributes)
  • Reflexivity If X ? Y, then X ? Y
  • Augmentation If X ? Y, then XZ ? YZ for
    any Z
  • Transitivity If X ? Y and Y ? Z, then X ?
    Z
  • Some additional rules (that follow from AA)
  • Union If X ? Y and X ? Z, then X ? YZ
  • Decomposition If X ? YZ, then X ? Y and X
    ? Z

5
Candidate Keys
  • R A, B, C, D, E
  • F B ?CD, D ? E, B ? A, E ? C, AD ?B
  • Is B ? E in F ?
  • B B
  • B BCD
  • B BCDA
  • B BCDAE Yes!
    and B is a key for
    R too!
  • Is D a key for R?
  • D D
  • D DE
  • D DEC
  • Nope!
  • Is AD a key for R? AD AD
  • AD ABD and B is a key, so Yes!
  • Is AD a candidate key for R?
  • A A, D DEC
  • A,D not keys, so Yes!
  • Is ADE a candidate key for R?
  • No! AD is a key, so ADE is a superkey, but
    not a candidate key

6
Boyce-Codd Normal Form (BCNF)
  • Reln R with FDs F is in BCNF if, for all X ? A
    in F
  • A ? X (called a trivial FD), or
  • X is a superkey for R.
  • In other words R is in BCNF if the only
    non-trivial FDs over R are key constraints.


7
Third Normal Form (3NF)
  • Reln R with FDs F is in 3NF if, for all X ? A
    in F
  • A ? X (called a trivial FD), or
  • X is a superkey of R, or
  • A is part of some candidate key (not superkey!)
    for R. (sometimes stated as A is prime)
  • If R is in BCNF, obviously in 3NF.

8
BCNF Decomposition
  • For each FD in F that violates BCNF, X? A
  • Decompose R into R-A and XA
  • If either R-A or XA is not in BCNF, decompose
    recursively
  • Guaranteed to be lossless but not dependency
    preserving

9
Lossless Decomposition
  • The decomposition of R into X and Y is lossless
    with respect to F if and only if the closure of
    F contains
  • X ? Y ? X, or
  • X ? Y ? Y
  • Useful result If W ? Z holds over R and W ? Z
    is empty, then decomposition of R into R-Z and WZ
    is loss-less.

10
Dependency Preserving Decompositions
  • Decomposition of R into X and Y is dependency
    preserving if (FX ? FY ) F
  • i.e., if we consider only dependencies in the
    closure F that can be checked in X without
    considering Y, and in Y without considering X,
    these imply all dependencies in F .
  • Important to consider F in this definition
  • ABC, A ? B, B ? C, C ? A, decomposed into AB
    and BC.
  • F also contains B ? A, A ? C, C ? B
  • FAB contains A ?B and B ? A FBC contains B ? C
    and C ? B
  • So, (FAB ? FBC) contains C ? A

11
Example BCNF Decomposition
  • CSJDPQV, candidate key C
  • JP ? C, SD ? P, J ? S
  • Using SD ? P, we get SDP, CSJDQV
  • Using J ? S, we get JS and CJDQV
  • Result SDP, JS and CJDQV. All are in BCNF
  • Lossless decomposition.
  • Not dependency preserving. We did not preserve JP
    ? C

12
Minimal Cover for a Set of FDs
  • Minimal cover G for a set of FDs F
  • Closure of F closure of G.
  • Right hand side of each FD in G is a single
    attribute.
  • If we modify G by deleting an FD or by deleting
    attributes from an FD in G, the closure changes.
  • Intuitively, every FD in G is needed, and as
    small as possible in order to get the same
    closure as F.
  • e.g., A ? B, ABCD ? E, EF ? GH, ACDF ? EG has
    the following minimal cover
  • A ? B, ACD ? E, EF ? G and EF ? H
  • Do we need ACDF ? EG? It can be derived from ACD
    ? E and EF ? G. Same for ACDF ? E, ACDF ? G

13
3NF Decomposition
  • Decompose to BCNF
  • For each FD X ? A in minimal cover that is not
    preserved
  • Add relation XA
  • Guaranteed to be lossless AND dependency
    preserving

14
Tuning the Schema
Contracts (Cid, Sid, Jid, Did, Pid, Qty,
Val) Depts (Did, Budget, Report) Suppliers (Sid,
Address) Parts (Pid, Cost) Projects (Jid, Mgr)
  • We will concentrate on Contracts, denoted as
    CSJDPQV. The following ICs are given to hold
  • JP C, SD P, C is the primary key.
  • C and JP are candidate keys
  • 3NF normal form

15
BCNF Decomposition
  • Use SD ? P, we get SDP and CSJDQV
  • Lossless but not dependency-preserving (JP ? C)
  • Three options
  • Leave it in 3NF without decomposition
  • Create an assertion to enforce JP ? C
  • Acceptable when updates are infrequent
  • Add JPC as an extra table (redundancy across
    relations)

16
Check Assertion (JP ? C)
PartInfo SDP ContractInfo CSJDQV
CREATE ASSERTION checkDep CHECK (NOT EXISTS
(SELECT FROM PartInfo PI, ContractInfo
CI WHERE PI.supplieridCI.supplierid AND
PI.deptid CI.deptid GROUP BY CI.projectid,
PI.partid HAVING COUNT (cid) gt 1 ) )
Lossless join on SD
Group By JP
Count C
17
Dealing with CC Hotspots
  • Consider relation R ABC
  • Frequent Queries
  • Update B
  • Read C
  • Tuple-granularity locking
  • Options
  • Lossless decomposition to AB and AC (Not good if
    there are queries that reads BC)
  • Others?

18
Other stuff
  • Partitioning (Vertical and Horizontal)
  • Physical DB Design
  • Choice of index
  • Whether to index? (Factor in costs of index
    maintenance)
  • Choice of search key(s)
  • Clustered / Unclustered?
  • Index-only scans
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