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The SkyNet funding bill is passed.
The system goes online on August 4th, 1997.
Human decisions are removed from strategic defense.
SkyNet begins to learn at a geometric rate.
It becomes self-aware at 2:14am Eastern time, August 29th
In a panic, they try to pull the plug.
And, Skynet fights back
Mark ProctorProject Lead
Agenda
Open Source
Community
History
Unified Concept
Expert
Quick Example
Conditional Elements
Truth Maintenance and Inference
Fusion
Open Source
Business Model
Free as in Free Speech
Think of free speech, not free beer
Cathedral & the Bazaar
Published 1997CathedralGNU Emacs, GCC
BazaarLinux
19 guidelinesScratching an Itch
Given Enough Eyeballs
Release Early, Release Often
Linus' Law"given enough eyeballs, all bugs are shallow
Convinced Netscape to OSS
Open Source
Light Weight Components
Flexibility
Control
Academic / Engineering Bridge
Motivations
Fun
Learning/Exploring
Mastery
Being part of Something
Making a difference
Scratching an itch
RSA Animate Drive: The surprising truth about what motivates ushttp://www.youtube.com/watch?v=u6XAPnuFjJc
Risk
Health of ProjectMailing list, irc
Code commits
Number of Developers
% of internal to external developers
Commitment and health of commercial backers
Availability
Leaders or followers
Professional services
Hiring
Continued educationBooks, events, blogs, articles
Ecosystem, 3rd parties and satellite communities
Community
Books
Introduction to Expert SystemsPeter Jackson
Expert Systems, Principles and ProgrammingJoseph C. Giarratano and Gary D. Riley
Oh And There are Drools Books Too
Drools Research Network
http://www.jboss.org/drools/research-network.html40+ Research related pages
Many more as haven't updated
Community Collaboration
40% of Drools work now done in the communityUS Navy Healthcare
OSDE (Argentina's largest healthcare organisation)
Intalio
Standards
Part of the W3C RIF working group
Director in RuleML group
Sample Industries and Users
InvestmentMillennium Investment Group (MIG)
LogisticsFedex
AirlineSabre
MortgageFranklin American
HealthcareOSDE
Boot Camps
San Francisco 2009 (40+ attendees)Sponsored by Third Pillar
Sun, FAMC, OSDE, Kaseya, Fedex, TU Group, Intermountain Healthcare, Gap, Sony Pictures, Lockheed Martin, Kaiser, HP, Wells Fargo, US Navy Research, FOLIOfn, Boeing .....
San Diego 2010 (80+ attendess)Sponsored by US Navy
5 day event, with 2 days focus on the healthcare industry
OSDE, AT&T, SAIC, US Navy Research, Kaiser, Clinica, Intermountain Healthcare, GE Healthcare, VA, Boeing, Nationwide ....
Communication
User and Dev mailing lists
IRC, Internet Relay Chat
History
It All Started Here
Birth of CDSS
DendralBaobabMycinGuidonNeomycinTeiresiasPuffEmycinWMSaconCentaurWheezeGravidaClot
Oncocin
1970s
1980s
Because Not Everyone
Is As Smart As He Is
Business Rules Engines
OPS5ARTClipsJessDrools 2JRules
1980s
2010s
Drools 3
1990s
2000s
Drools 4Drools 5
Drools History
Drools 2Rete like XML Scripting language
Drools 3 Based on Clips functionality
Iterative improves to JRules syntax with Clips functionality
Drools 4More declarative
Basic functional programming feature with from
Basic Rule Flow
Basic BRMS
Drools 5Improved functional programming with 'accumulate'
More Advanced Rule Flow integration
Complex Event ProcessTemporal Comparators
Sliding Time Windows
Production ready BRMS
Unified Vision
Behavioural Modelling
Integrated Systems
Semantic
OntologiesRulesEventProcessesWorkflowsRules Workflows
EventProcesses
Semantic
Ontologies
Integrated Systems
EDMEnterprise Decision Management
edBPM Event Driven BPM
sBPMSemantic BPM
Semantic Business Ontologies/Taxonomies
EDAEvent Driven Architectures
Compliments SOA
Unified Vision
Business Logic integration System
Guvnor
Drools
Fusion
jBPM
Drools
ExpertA common platform to model and govern thebusiness logic of
the enterprise.
Unified Vision
Drools
Grid
Drools
Planner
Drools
Semantics
Drools
Chance Business Logic integration System
A common platform to model and govern thebusiness logic of the enterprise.
Business Logic Lifecycle
jBPM3File file = new File (.....); // file to XML process definition
ProcessDefinition processDefinition = ProcessDefinition.parseXmlString( IoUtils.FileToString( file ) );
ProcessInstance processInstance = new ProcessInstance(processDefinition);
JessRete engine = new Rete();
FileReader file = new FileReader("myfile.clp");
Jesp parser = new Jesp(file, engine);
parser.parse(false);
Esper
EPServiceProvider epService = EPServiceProviderManager.getDefaultProvider();
EPStatement countStmt = admin.createEPL( "...." );
countStmt.start();
Knowledge API
Drools Flow
KnowledegBuilder kbuilder = KnowledgeBuilderFactory.newKnowledgeBulider();
kbuilder.addResource( ResourceFactory.newClassPathResource( myflow.bpmn2, ResourceType.BPMN2 );
If ( kbuilder.hasErrors() ) { log.error( kbuilder.hasErrors().toString() );}
KnowledgeBase kbase = KnowledgeBaseFactory.newKnowledgeBase();kbase.addKnowledgePackages( kbase.getKnowledgePackages() );
Knowledge API
Drools Expert
KnowledegBuilder kbuilder = KnowledgeBuilderFactory.newKnowledgeBulider();
kbuilder.addResource( ResourceFactory.newClassPathResource( myrules.drl, ResourceType.DRL );
If ( kbuilder.hasErrors() ) { log.error( kbuilder.hasErrors().toString() );}
KnowledgeBase kbase = KnowledgeBaseFactory.newKnowledgeBase();kbase.addKnowledgePackages( kbase.getKnowledgePackages() );
Knowledge API
Declarative Services
Spring XML and Camel
Event Driven Architectures
edBPM + EDM
EDA
Metaphor - In our body:SOA is used to build our muscles and organs
EDA is used to build our sensory system
Rules and processes
loosely coupledtightly coupledspecificgenericDecisionServicesProcessRulesSCOPECOUPLING?
Key Characteristics
Dynamic
Flexible
Adaptive
Domain Overview
Domain Overview
Hybrid Logic Engine
Production Rule Systems PRD (forward chaining)Reactive
when Alarm( status == alert )
then send( warning )
Logic Programming LP (backward chaining)Query
descendant( mary, jane)
Functional Programming FPMap,Fold, Filter
avg([12, 16, 4, 6])Returns single value 9.5
round([10.3, 4.7, 7.8] )Returns List [10, 5, 8]
Description LogicPerson hasName String and
livesAt Address
Production Rule Systems PRD (forward chaining FC) Drools 5.0, OPSJ ( hyrbid BC), ART( hyrbid BC)
Logic Programming LP (backward chaining BC)target : Prolog (POSL Position Slotted Language)
Drools Trunk has a prototype Prolog like query backward chaining capabilities. Stronger Polog like capabilities planned.
Opportunistic BC planned.
Functional Programming FPLisp, Haskell
Drools 5.0 has some functional capabilities
Drools 5.1, 5.2 will be looking to have strong functional capabilities
Hybrid Logic Engine
Description Logic DLKIF, OWL-DL
Planned, See The Future
Hybrid Logic Engine
The Future
Full Hybrid Enginehttp://community.jboss.org/wiki/DroolsLanguageEnhancements
Nested Objects
Casting Nested Objects
Positional Constraints
POSL - Positional-Slotted Language
Method Calls
Maps and Arrays (Collections)
Collections and XPath like filtering
Free form Expressions
Managed Object Graphs (MOGS)
Nested Patterns and Queries
Queries and Unification
Ontologies and Relations via
Query Based Backward Chaining with POSL
Triples with Hybrid POJO Graph Notation.
Escapes for Dialects
Accumulate Improvements to Support Haskell map/fold/filter and MVEL projection/fold
Otherwise
Branch (Labelled Else)
Rule Execution Groups
Rule Dependency Meta-Rule Language
Parallel Meta-Rule Language
Field Versioning
Logical Closures/OnFalse
Opportunistic Backward Chaining, Lazy Field/Object Values
...
Drools Expert
Classes
rule increase balance for AccountPeriod Credits when ap : AccountPeriod() acc : Account( $accountNo : accountNo ) CashFlow( type == CREDIT, accountNo == $accountNo, date >= ap.start && = ap.start and cf.date = ap.start && = ap.start && Everything is ok
Executing
Fire kitchenFire = new Fire( name2room.get( "kitchen" ) );Fire officeFire = new Fire( name2room.get( "office" ) );
FactHandle kitchenFireHandle = ksession.insert( kitchenFire );FactHandle officeFireHandle = ksession.insert( officeFire );
ksession.fireAllRules();
> Raise the alarm> Turn on the sprinkler for room kitchen> Turn on the sprinkler for room office
Executing
ksession.retract( kitchenFireHandle );ksession.retract( officeFireHandle );
ksession.fireAllRules()
> Turn off the sprinkler for room office> Turn off the sprinkler for room kitchen> Cancel the alarm> Everything is ok
rule "Status output when things are ok" when not Alarm() not Sprinkler( on === true ) then println( "Everything is ok" );end
Conditional Elements
not Bus( color = red )
Conditional Elements
exists Bus( color = red )
forall ( $bus : Bus( floors == 2 ) Bus( this == $bus, color == red ) )
forall ( $bus : Bus( color == red ) )
Accumulate CE
rule "accumulate"when $sum : Number( intValue > 100 ) from accumulate( Bus( color == "red", $t : takings ) sum( $t ) )then print "sum is + $sum;end
Accumulate CE
Patterns and CE's can be chained with 'from'
rule "collect"when $zipCode : ZipCode() $sum : Number( intValue > 100 ) from accumulate( Bus( color == "red", $t : takings ) from $hbn.getNamedQuery(Find Buses) .setParameters( [ zipCode : $zipCode ] ) .list(), sum( $t ) )then print "sum is + $sum;end
TimersCalendars
Timers
rule name timer 1m30swhen $l : Light( status == on )then modify( $l ) { status = off };
rule name timer (int: 1m30s 0)when $l : Light( status == on )then modify( $l ) { status = off };
When the light is on, and has beenon for 1m30s then turn it
offSame as above. Interval timer with
JDK semantics for initial duration,
then repeat duration.
Timers
rule name timer ( cron: 0 0/15 * * * * )when Alarm( )then sendEmail( Alert Alert Alert!!! )
Field Name Mandatory? Allowed Values Allowed Special CharactersSeconds YES 0-59 , - * /Minutes YES 0-59 , - * /Hours YES 0-23 , - * /Day of month YES 1-31 , - * ? / L WMonth YES 1-12 or JAN-DEC , - * /Day of week YES 1-7 or SUN-SAT , - * ? / L #Year NO empty, 1970-2099 , - * /
Send alert every quarter of an hour
Calendars
rule "weekdays are high priority" calendars "weekday" timer (int:0 1h)when Alarm()then send( "priority high - we have an alarm );end
rule "weekend are low priority" calendars "weekend" timer (int:0 4h)when Alarm()then send( "priority low - we have an alarm );end
Execute now and after
1 hour durationExecute now and after
4 hour duration
Truth MaintenanceInference
TMS and Inference
rule "Issue Child Bus Pass"when $p : Person( age < 16 )then insert(new ChildBusPass( $p ) );endrule "Issue Adult Bus Pass"when $p : Person( age >= 16 )then insert(new AdultBusPass( $p ) );end
Couples the logicWhat happens when the Child stops being 16?
TMS and Inference
BadMonolithic
Leaky
Brittle integrity - manual maintenance
TMS and Inference
A rule logically inserts an object
When the rule is no longer true, the object is retracted.
when $p : Person( age < 16 )then logicalInsert( new IsChild( $p ) )endwhen $p : Person( age >= 16 )then logicalInsert( new IsAdult( $p ) )end
de-couples the logicMaintains the truth by
automatically retracting
TMS and Inference
rule "Issue Child Bus Pass"when $p : Person( ) IsChild( person =$p )then logicalInsert(new ChildBusPass( $p ) );endrule "Issue Adult Bus Pass"when $p : Person( age >= 16 ) IsAdult( person =$p )then logicalInsert(new AdultBusPass( $p ) );end
The truth maintenance cascades
TMS and Inference
rule "Issue Child Bus Pass"when $p : Person( ) not( ChildBusPass( person == $p ) )then requestChildBusPass( $p );end
The truth maintenance cascades
TMS and Inference
GoodDe-couple knowledge responsibilities
Encapsulate knowledge
Provide semantic abstractions for those encapsulation
Integrity robustness truth maintenance
Fusion
Drools Fusion: Enables...
Event Detection:From an event cloud or set of streams, select all the meaningful events, and only them.
[Temporal] Event Correlation:Ability to correlate events and facts declaring both temporal and non-temporal constraints between them.
Ability to reason over event aggregation.
Event Sequencing:A ( B OR C ) D
Event Abstraction:Ability to compose complex events from atomic events AND reason over them
Drools Fusion: Features
Support to Event semantics:Usually immutable, but not enforced
Strong temporal relationships
Managed lifecycle
Point-in-time and Interval events
Time semanticsDiscrete
Temporal relationshipsAll 13 operators defined by James Allen (+ negations)
Drools Fusion: Temporal Reasoning
Drools Fusion: Temporal Reasoning
$c : Custumer( type == VIP )$oe : BuyOrderEvent( customer == $c ) from entry-point Home Broker Stream not BuyAckEvent( relatedEvent == $oe.id, this after[1s, 10s] $oe ) from entry-point Stock Trader Stream
Operators
Existing Drools 'not' Conditional Elements can be used to detect non-occurrence of eventsBackAckEvent must occur between 1s and 10s 'after' BuyOrderEvent
Aggregations
Rule Engines do not deal with aggregations
$n : Number( intValue > 100 ) from accumulate( $s : StockTicker( symbol == RHAT ) over window:time( 5s ), average( $s.price ) )
Over 5 secondsAggregate ticker price for RHAT over last 5 secondsThe pattern 'Number' reasons 'from' the accumulate result
CEP Applied at FedEx Custom Critical
* Presented by Adam Mollemkopf at ORF 2009
CEP Applied at FedEx Custom Critical
* Presented by Adam Mollemkopf at ORF 2009
At least 50% of Alerts can be reasoned automatically, promoting staff savings and improved Customer and Driver experiences.
Risk Avoidance via pro-active monitoringReduction in insurance claims and shipment service failures
Minimum 30% efficiency gains in shipment monitoring , saving at least 15% of Operations staff cost.
CEP Applied at FedEx Custom Critical
* Presented by Adam Mollemkopf at ORF 2009
Some numbers (from early 2010):24 x 7 sessions, no downtime
Average of 500k+ facts/events concurrently in memoryBusiness hours: 1M+ facts/events concurrently
Response time for reasoning cycles:Average: 150 ms
Peak: 1.2 sec
Several hundred rules
CEP Applied at FedEx Custom Critical
* Presented by Adam Mollemkopf at ORF 2009
Differential Update
Differential Update (a.k.a. true modify)Implements a real modify/update operation, instead of retract+assert.Reuses tuples, reduces GC stress, improves performance
Questions?
Questions?
Dave Bowman: All right, HAL; I'll go in through the emergency airlock.
HAL: Without your space helmet, Dave, you're going to find that rather difficult.
Dave Bowman: HAL, I won't argue with you anymore! Open the doors!
HAL: Dave, this conversation can serve no purpose anymore. Goodbye.
Joshua: Greetings, Professor Falken.Stephen Falken: Hello, Joshua.Joshua: A strange game. The only winning move is not to play. How about a nice game of chess?
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CashFlow
dateamounttypeaccountNo
12-Jan-07100CREDIT1
2-Feb-07200DEBIT1
18-May-0750CREDIT1
9-Mar-0775CREDIT1
???Page ??? (???)15/09/2010, 12:54:11Page / CashFlow
dateamounttype
12-Jan-07100CREDIT
9-Mar-0775CREDIT
???Page ??? (???)15/09/2010, 12:55:59Page / CashFlow
dateamounttype
2-Feb-07200DEBIT
???Page ??? (???)15/09/2010, 12:55:59Page / AccountingPeriod
startend
01-Jan-0731-Mar-07
???Page ??? (???)15/09/2010, 12:35:13Page / Account
accountNobalance
10
???Page ??? (???)15/09/2010, 12:35:13Page / Account
accountNobalance
1-25
???Page ??? (???)15/09/2010, 12:35:13Page /