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© 2004 Microsoft Corporation. All rights reserved.
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------=_NextPart_01C4207E.9503F850 Content-Location: file:///C:/56531A34/BernsteinMelnikICDE04_files/pres.xml Content-Transfer-Encoding: quoted-printable Content-Type: text/xml; charset="utf-8" ------=_NextPart_01C4207E.9503F850 Content-Location: file:///C:/56531A34/BernsteinMelnikICDE04_files/slide0048.htm Content-Transfer-Encoding: quoted-printable Content-Type: text/html; charset="us-ascii" Meta Data Management
Meta Data Management
Philip A. Bernstein
Sergey Melnik
{philbe, melnik}@microsoft.com
Microsoft Research
S= eminar presented at ICDE, Boston, April 1, 2004
&= copy; 2004 Microsoft Corporation. All rights reserved.
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Management
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Problems
<= span style=3D'font-size:86%;font-weight:normal'>lData translation
<= span style=3D'font-size:86%;font-weight:normal'>lSchema evolution
<= span style=3D'font-size:86%;font-weight:normal'>lXML message translation
lApplication integration
lData warehouse loading
<= span style=3D'font-size:86%;font-weight:normal'>lER/UML design tools
<= span style=3D'font-size:86%;font-weight:normal'>lWrapper generation for SQL
<= span style=3D'font-size:86%;font-weight:normal'>lUI / 4GL generation
<= span style=3D'font-size:86%;font-weight:normal'>lDependency tracking
<= span style=3D'font-size:86%;font-weight:normal'>lLineage tracing
<= span style=3D'font-size:86%;font-weight:normal'>lInfo resource mgmt
<= span style=3D'font-size:86%;font-weight:normal'>lBinding, renaming
<= span style=3D'font-size:86%;font-weight:normal'>lSoftware build (make)
<= span style=3D'font-size:86%;font-weight:normal'>lConfiguration mgmt
Ø<= /span>
lMany data management applications primarily involve transformations of structured data
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Outline
<= span style=3D'font-weight:normal'>lIntroduction
<= span style=3D'font-weight:normal'>lMeta data problems
<= span style=3D'font-weight:normal'>lDesign patterns
<= span style=3D'font-weight:normal'>lSolution templates
<= span style=3D'font-weight:normal'>lResearch background
<= span style=3D'font-weight:normal'>lWrap up
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Why Meta Data is Important
lMany DB problems are easier to solve by manipulating meta data
<= span style=3D'font-weight:normal'>ØInstead of writing code
<= span style=3D'font-weight:normal'>ØInstead of manipulating data directly
<= span style=3D'font-weight:normal'>lMeta-data-based solutions all involve models (schemas) and mappings
<= span style=3D'font-weight:normal'>ØMappings - data transformation= s, queries, dependencies, …
<= span style=3D'font-weight:normal'>ØModel, manipulate, and generate them
<= span style=3D'font-weight:normal'>ØUsually, generate code from th= em
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
= Example: Object-Oriented Wrapper for SQL Tables
l= Manually program a wrapper for each table
<= span style=3D'font-weight:normal'>lThis is very repetitive work
lSo you write a program to generate a wrapper for each table
Interface i= s an OO <= i>class representing
<= i>a SQL table
Code to map OO operations =
to SQL operations
wrapper
SQL = Table
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
OO wrapper for SQL (cont’d)
=
=
=
SQL Defns
lThe wrapper generator does the following:
Ø= Imports each table definition into a model
Ø= Generates a model for the class wrapper
Ø= Generates a mapping from table to class
Ø= Generates code from the class model and mapping.
SQL model
Purc= haseOrder
OrdID
OrderDate
static void Main()
       Console.WriteLine("Importing Schemas");
       // transform both to trees
      TransformXSDToTree transformXSDToTree =3D new TransformXSDToTree();
     Graph tree1 =3D transformXSDToTree.Execute(graph1);
     Graph tree2 =3D transformXSDToTree.Execute(graph2);
    
     // linguistic similarity matrix
    SimMatrix linguisticM= atrix =3D new SimMatrix(
        = ;   tree1, tree2,
}
Code
Class model
PurchaseOrder
OrdID
OrderDate
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file:///C:/56531A34/BernsteinMelnikICDE04_files/slide0113.htm Content-Transfer-Encoding: quoted-printable Content-Type: text/html; charset="us-ascii" Meta Data Management
8
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Example – Data Translation
<= span style=3D'font-size:88%;font-weight:normal'>lTransla= te data from one data model to another
<= span style=3D'font-size:88%;font-weight:normal'>lEither = write a program or generate it
Hierarchical Schema
Relational Schema
Purc= haseOrder
OrdID
OrderDate
Item= s
OrdID
I_Name
Item#
PO
PO#
POdate
POLines
Prod#
PName
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9
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta-data-Speak
data    Employee Table
model =3D meta data      Schema for the
     Employee Table =
metamodel =3D        = ;            &n= bsp; Schema for “Table,”
meta-meta data        “Column”, “Key,” …
meta-meta-model =3D Built-in types
   me= ta- meta-meta data     (usually hard-coded)
Meta-data-Speak         English Example
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Outline
<= span style=3D'color:gray;font-weight:normal'>lIntroducti= on
<= span style=3D'font-weight:normal'>lMeta data problems
<= span style=3D'font-weight:normal'>lDesign patterns
<= span style=3D'font-weight:normal'>lSolution templates
<= span style=3D'font-weight:normal'>lResearch background
<= span style=3D'font-weight:normal'>lWrap up
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11
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings
1
lUsually, it’s an object manager
<= span style=3D'font-size:86%;font-weight:normal;text-shadow:none'>ØOO programming language
<= span style=3D'font-size:86%;font-weight:normal;text-shadow:none'>ØOODB
lHence, meta-metamodel is the obje= ct manager’s built-in types= 3;
<= span style=3D'font-size:86%;font-weight:normal;text-shadow:none'>ØClasses, attributes, methods, objects
ØPlus operators to manipulate them= , such as = NewClass, NewAttribute, NewObject, WriteAttribute
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings<= /span>
1
Design metamodel(s) (e.g., f= or SQL schemas)
2
Table
Colu= mn
Key<= /b>
Data= type
If the meta-metamodel is
OO, then the metamodel
consists of class definitions
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13
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings<= /span>
1
Design metamodel(s) (e.g., for SQL schemas)
2
M= odel
I= mporter
Model
=
=
=
SQL Defns
SQL
Metamodel
Instance-of
3
Build a model importer for e= ach metamodel
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14
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings<= /span>
1
Design metamodel(s) (e.g., for SQL schemas)=
2
3
Build a model importer for e= ach metamodel
4
Invoke model importer(s)
M= odel
I= mporter
Model2 = ;
Model1 = ;
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15
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings<= /span>
1
Design metamodel(s) (e.g., for SQL schemas)=
2
3
Build a model importer for e= ach metamodel
4
Invoke model importer(s)
DW schema
source schema
DW loading
target interfaces
source interfaces
App integration
target format
source format
Msg translation
target schema
source schema
Data translation
Model2
Model1
Problem
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16
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings<= /span>
1
Design metamodel(s) (e.g., for SQL schemas)=
2
3
Build a model importer for e= ach metamodel
4
Invoke model importer(s)
5
Generate or design mappings
ER Model = ;
SQL Model = ;
generate<= /div>
Data Source M= odel = ;
Data Target M= odel = ;
design
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17
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solution Template
Get a data manager for models and mappings<= /span>
1
Design metamodel(s) (e.g., for SQL schemas)=
2
3
Build a model importer for e= ach metamodel
4
Invoke model importer(s)
5
Generate or design mappings
6
Generate code: data / msg translat’n script,
   app wrapper, ETL script, view defn’s, e= tc<= b>.
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18
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Tabl= e
Column
Example – Data Translation
Meta
<= i>Models
Record
Field
Repeating Grou= p
Purc= haseOrder
OrdID
OrderDate
Item= s
OrdID
I_Name
Item#
Schemas
a.k.a.
Models
PO
PO#
POdate
POLines
Prod#
PName
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19
P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
For each [po#, poD, poL] in PO
    Insert [= po#, poD] into PurchaseOrder
    For each [prod#, pN] in poL
        Insert [prod#, po#, pN] into Items
    End =
End
Generated <= /div>
data
translation
script
Purc= haseOrder
OrdID
OrderDate
Item= s
OrdID
I_Name
Item#
Schemas
= a.k.a.
<= i>Models
PO
PO#
POdate
POLines
Prod#
PName
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Da= ta Problems
=
lData translation
lOO or XML wrapper generation for SQL DB
lUser-Interface / 4GL-program generation
lDesign tool support (DB, UML, …) =
ØModel generation, reverse engineering <= /span>
ØRound-trip engineering
lSchema evolution (applies to all scenarios)
lXML message translation for e-commerce =
lIntegrate custom apps with commercial apps<= /span>
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Problems (cont’d)
lData warehouse loading (clean & transform) = 3;
lLineage tracing (provenance)
lInformation resource management =
lDependency tracking
Ø= ;Impact analysis
Ø= ;Navigation between tools
lBinding, renaming
lSoftware build (make)
l= Version and configuration management
Ø= ;Release management
Ø= ;Product data management
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Solutions
lThey strongly resemble one another
<= span style=3D'font-weight:normal'>lWe characterize that resemblance
<= span style=3D'font-weight:normal'>ØPrototypical problems, or design patterns =
<= span style=3D'font-weight:normal'>ØSolution specifications, or solution templates
<= span style=3D'font-weight:normal'>ØPrimitive solution steps, or <= span style=3D'color:#FFCC29;mso-color-index:3'>operators =
<= span style=3D'font-weight:normal'>lGoals
ØA methodology to solve meta da= ta problems
ØUltimately, operator implementations to turn solution templates into solution programs
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Outline
<= span style=3D'color:gray;font-weight:normal'>lIntroducti= on
<= span style=3D'color:gray;font-weight:normal'>lMeta data problems
<= span style=3D'font-weight:normal'>lDesign patterns
<= span style=3D'font-weight:normal'>lSolution templates
<= span style=3D'font-weight:normal'>lResearch background
<= span style=3D'font-weight:normal'>lWrap up
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Data Design Patterns
lDesign pattern – a problem description consisting of&#= 13;
Ø= ;Input models and mappings
Ø= ;Output models and mappings <= /div>
Ø= ;Criteria for the output to be correct
Ø= ;An <= u>application specializes it to meta models and mapping languages
lSolution template – a sequence of operators producing the desired output
lOperato= rs – a single step that computes a model and/or mappings
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Operat= ors
lmap =3D Match (M1, M= 2)
Ø= ;Return a mapping between the two models
láM= 2, map12ñ =3D Mo= delGen(M1, metamodel2)
Ø= ;Return a model M2 that= is expressed in metamodel2 and is equivalent to model M1
láM= 3, map13, map23ñ = =3D Merge (= M1, M= 2, map)
Ø= ;Return the union of models M1 and M2
lmap3 =3D = Compose(map1, map2) =3D m= ap1 = map2
Ø= ;Return the composition of map1 and map2, which is a mapping from map1’s domain to map2’s range.
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Operat= ors (cont’d)
lmap3 =3D Confluence(map1, map2) =3D m= ap1 Å map2
Ø= ;Return the “merge” of mappings = map1 and = map2
láM= 2, map12ñ =3D Ex= tract(M1, map)
Ø= ;Return the sub-model of M1 that participates in th= e mapping map
láM= 2, map12ñ =3D Di= ff(M1, map)
Ø= ;Return the sub-model of M1 that does not participate in the mapping map
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Design Patterns
lMeta Modeling=
lModel Mapping=
lModel Generation
lModel Integration
lMapping Composition
lMapping Alignment
lChange Propagation
lModel Reintegration
Single
Operator
Solutions
SM: single operator are probably just the following: Model Generation, Mapping Composition, Mapping Alignment
Schema Reintegration -> Model Reintegration?
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Modeling
<= span style=3D'font-weight:normal'>lDesign pattern   develo= p a representation (i.e. metamodel) for models and mappings <= /span>
<= span style=3D'font-weight:normal'>lApplications – they all depend on this =
<= span style=3D'font-weight:normal'>lSolution template
= ØDesign a metamodel
= ØWrite Import & Export functions
<= span style=3D'font-weight:normal'>§ImportSQL, ImportXSD, ImportERD, …
ØToday, it is manual engineering design
= ØDesign once and reuse often
SM: changed “design patterns depend …” to “applicatio= ns depend …”
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Meta Modeling (cont’d)
<= span style=3D'font-weight:normal'>lThe Import function for models
<= span style=3D'font-weight:normal'>ØParse text
<= span style=3D'font-weight:normal'>ØCopy elements of the parsed fo= rm into a model that conforms to its metamodel
<= span style=3D'font-weight:normal'>lThe Import function for mappings
<= span style=3D'font-weight:normal'>ØSame as models but may require more semantic analysis
ØE.g., program dependencies, da= ta lineage
<= span style=3D'font-weight:normal'>ØFor some languages and mapping= metamodels, Export is hard (e.g., XSLT)
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
Model Mapping
lDesign pattern – Design a mapping between two models and generate code from it=
M1
M2
map= = ;
lApplications
Ø= ;Data translation
Ø= ;XML message translation for e-commerce =
Ø= ;Integrate custom and commercial apps
Ø= ;Data warehouse extract, transform & load <= /span>
lSolution templates
Ø= ;map =3D Match (M1, M= 2); Export(= map)
Ø= ;Mapping reuse: Compose, Confluence
SM: Moved from slide to comments: “Match is usually not fully automatable”. Added “Mapp= ing reuse” instead
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
An XML Mapping Tool
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P.A. Bernstein, S. Melnik: Meta Data Management, ICDE'04 Boston
A Data Warehouse Loading Tool
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