SlideShare une entreprise Scribd logo
1  sur  13
Télécharger pour lire hors ligne
Inferring Types by Mining
Class Usage Frequency
from Inline Caches
Nevena Milojković
SCG
University of Bern
1
Mohammad Ghafari
SCG
University of Bern
Oscar Nierstrasz
SCG
University of Bern
Clément Béra
RMOD - INRIA
Lille Nord Europe
Example
GLMPane>>resetAnnouncer
super resetAnnouncer.
self presentations do:
[ :each | each resetAnnouncer]
resetAnnouncer
update
2
resetAnnouncer
75 63 classes
75 classes
GLMPane>>update
...
self presentations do: [ :each | each update ]
Possible types for each
GTGenericStackDebugger
GLMRoassal2Presentation
…
MooseFinder
PPBrowser
…
GTPPDebugger
PPVerticalParserInspector
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
3
63
classes
GTGenericStackDebugger
GLMRoassal2Presentation
…
MooseFinder
PPBrowser
…
GTPPDebugger
PPVerticalParserInspector
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
DYNAMIC TYPE
Possible hierarchies for each
GLMPane
GLMPresentation
4
Two
hierarchies
GLMPane
GLMPresentation
Inline Caches
5
GLMPane>>resetAnnouncer
super resetAnnouncer.
self presentations do:
[ :each | each resetAnnouncer]
RECEIVER
TYPE
21 <70> self
22 <85 00> superSend: resetAnnouncer
24 <87> pop
25 <70> self
26 <D1> send: presentations
27 <8F 01 00 03> closureNumCopied: 0 numArgs: 1 bytes 31 to 33
31 <10> pushTemp: 0
32 <D0> send: resetAnnouncer
33 <7D> blockReturn
34 <CB> send: do:
35 <87> pop
36 <78> returnSelf
BYTECODE
Inline Caches
6
22
2
0
6
0
0
112
3
13
GTGenericStackDebugger
GLMRoassal2Presentation
…
MooseFinder
PPBrowser
…
GTPPDebugger
PPVerticalParserInspector
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
Inline Caches - Ordered Classes
7
112
22
13
6
3
2
0
0
0
…
…
…
GTGenericStackDebugger
GLMRoassal2Presentation
MooseFinder
PPBrowser
GTPPDebugger
PPVerticalParserInspector
GLMPane
GTSimpleMethodsBrowser
GLMRubricTextPresentation
Inline Caches -
Ordered Hierarchies
8
GLMPane
GLMPresentation
112
564
Inline Caches -
Ordered Hierarchies
9
GLMPresentation
GLMPane
564
112
RESULTS - classes
10
0%
25%
50%
75%
100%
Roassal2 Glamour Morphic Moose
37%40%34%34%
16%9%
6%6%
47%51%
60%60%
guessed variables - average 59%
near-guessed variables - average 7%
incorrectly guessed variables - average 34%
RESULTS - hierarchies
11
0%
25%
50%
75%
100%
Roassal2 Glamour Morphic Moose
26%
11%
4%
15%
9%
12%
7%
13%
65%
77%
89%
72%
guessed variables - average 72%
near-guessed variables - average 13%
incorrectly guessed variables - average 15%
Comparison with EATI
12
0
1000
2000
3000
4000
Inline Caches EATI
748
542
2'080
3'090
# of guessed variables
# of near-guessed variables
Summary
13
GLMPane>>resetAnnouncer
super resetAnnouncer.
self presentations do:
[ :each | each resetAnnouncer]
GLMPane>>update
...
self presentations do: [ :each | each update ]
GTGenericStackDebugger
…
MooseFinder
PPBrowser
…
GTPPDebugger
GLMPane
…
GTSimpleMethodsBrowser
GLMRubricTextPresentation
GLMPane
GLMTabulator
GLMCompositePresentation
GLMListPresentation
…
GLMImplicitBrowser
OnMooseMetaPropertiesWithoutComments
PPParserBrowser
GLMSpecPresentation
INLINE
CACHING
FREQUENCY
DATA

Contenu connexe

Tendances

Ibm mq c luster overlap demo script
Ibm mq c luster overlap demo scriptIbm mq c luster overlap demo script
Ibm mq c luster overlap demo scriptsarvank2
 
CS5229 Lecture 3: Congestion Avoidance and Control
CS5229 Lecture 3: Congestion Avoidance and ControlCS5229 Lecture 3: Congestion Avoidance and Control
CS5229 Lecture 3: Congestion Avoidance and ControlWei Tsang Ooi
 
memcached Binary Protocol in a Nutshell
memcached Binary Protocol in a Nutshellmemcached Binary Protocol in a Nutshell
memcached Binary Protocol in a NutshellToru Maesaka
 
Qtpvbscripttrainings
QtpvbscripttrainingsQtpvbscripttrainings
QtpvbscripttrainingsRamu Palanki
 
Clk-to-q delay, library setup and hold time
Clk-to-q delay, library setup and hold timeClk-to-q delay, library setup and hold time
Clk-to-q delay, library setup and hold timeVLSI SYSTEM Design
 
CS5229 Lecture 5: TCP and TRFC
CS5229 Lecture 5: TCP and TRFCCS5229 Lecture 5: TCP and TRFC
CS5229 Lecture 5: TCP and TRFCWei Tsang Ooi
 
Parallel Random Generator - GDC 2015
Parallel Random Generator - GDC 2015Parallel Random Generator - GDC 2015
Parallel Random Generator - GDC 2015Manchor Ko
 
Cache aware hybrid sorter
Cache aware hybrid sorterCache aware hybrid sorter
Cache aware hybrid sorterManchor Ko
 
LAB 07: Arrays and ArrayLists! JAVA BOOT CAMP
LAB 07: Arrays and ArrayLists! JAVA BOOT CAMPLAB 07: Arrays and ArrayLists! JAVA BOOT CAMP
LAB 07: Arrays and ArrayLists! JAVA BOOT CAMPA Jorge Garcia
 
Introduction to Node.js
Introduction to Node.jsIntroduction to Node.js
Introduction to Node.jsSetyo Nugroho
 
Resource element lte explanations!
Resource element lte explanations!Resource element lte explanations!
Resource element lte explanations!Bobir Shomaksudov
 
Taming Java Garbage Collector
Taming Java Garbage CollectorTaming Java Garbage Collector
Taming Java Garbage CollectorDaya Atapattu
 
the Paxos Commit algorithm
the Paxos Commit algorithmthe Paxos Commit algorithm
the Paxos Commit algorithmpaolos84
 
Dictionary Learning in Games - GDC 2014
Dictionary Learning in Games - GDC 2014Dictionary Learning in Games - GDC 2014
Dictionary Learning in Games - GDC 2014Manchor Ko
 

Tendances (14)

Ibm mq c luster overlap demo script
Ibm mq c luster overlap demo scriptIbm mq c luster overlap demo script
Ibm mq c luster overlap demo script
 
CS5229 Lecture 3: Congestion Avoidance and Control
CS5229 Lecture 3: Congestion Avoidance and ControlCS5229 Lecture 3: Congestion Avoidance and Control
CS5229 Lecture 3: Congestion Avoidance and Control
 
memcached Binary Protocol in a Nutshell
memcached Binary Protocol in a Nutshellmemcached Binary Protocol in a Nutshell
memcached Binary Protocol in a Nutshell
 
Qtpvbscripttrainings
QtpvbscripttrainingsQtpvbscripttrainings
Qtpvbscripttrainings
 
Clk-to-q delay, library setup and hold time
Clk-to-q delay, library setup and hold timeClk-to-q delay, library setup and hold time
Clk-to-q delay, library setup and hold time
 
CS5229 Lecture 5: TCP and TRFC
CS5229 Lecture 5: TCP and TRFCCS5229 Lecture 5: TCP and TRFC
CS5229 Lecture 5: TCP and TRFC
 
Parallel Random Generator - GDC 2015
Parallel Random Generator - GDC 2015Parallel Random Generator - GDC 2015
Parallel Random Generator - GDC 2015
 
Cache aware hybrid sorter
Cache aware hybrid sorterCache aware hybrid sorter
Cache aware hybrid sorter
 
LAB 07: Arrays and ArrayLists! JAVA BOOT CAMP
LAB 07: Arrays and ArrayLists! JAVA BOOT CAMPLAB 07: Arrays and ArrayLists! JAVA BOOT CAMP
LAB 07: Arrays and ArrayLists! JAVA BOOT CAMP
 
Introduction to Node.js
Introduction to Node.jsIntroduction to Node.js
Introduction to Node.js
 
Resource element lte explanations!
Resource element lte explanations!Resource element lte explanations!
Resource element lte explanations!
 
Taming Java Garbage Collector
Taming Java Garbage CollectorTaming Java Garbage Collector
Taming Java Garbage Collector
 
the Paxos Commit algorithm
the Paxos Commit algorithmthe Paxos Commit algorithm
the Paxos Commit algorithm
 
Dictionary Learning in Games - GDC 2014
Dictionary Learning in Games - GDC 2014Dictionary Learning in Games - GDC 2014
Dictionary Learning in Games - GDC 2014
 

Plus de ESUG

Workshop: Identifying concept inventories in agile programming
Workshop: Identifying concept inventories in agile programmingWorkshop: Identifying concept inventories in agile programming
Workshop: Identifying concept inventories in agile programmingESUG
 
Technical documentation support in Pharo
Technical documentation support in PharoTechnical documentation support in Pharo
Technical documentation support in PharoESUG
 
The Pharo Debugger and Debugging tools: Advances and Roadmap
The Pharo Debugger and Debugging tools: Advances and RoadmapThe Pharo Debugger and Debugging tools: Advances and Roadmap
The Pharo Debugger and Debugging tools: Advances and RoadmapESUG
 
Sequence: Pipeline modelling in Pharo
Sequence: Pipeline modelling in PharoSequence: Pipeline modelling in Pharo
Sequence: Pipeline modelling in PharoESUG
 
Migration process from monolithic to micro frontend architecture in mobile ap...
Migration process from monolithic to micro frontend architecture in mobile ap...Migration process from monolithic to micro frontend architecture in mobile ap...
Migration process from monolithic to micro frontend architecture in mobile ap...ESUG
 
Analyzing Dart Language with Pharo: Report and early results
Analyzing Dart Language with Pharo: Report and early resultsAnalyzing Dart Language with Pharo: Report and early results
Analyzing Dart Language with Pharo: Report and early resultsESUG
 
Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6
Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6
Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6ESUG
 
A Unit Test Metamodel for Test Generation
A Unit Test Metamodel for Test GenerationA Unit Test Metamodel for Test Generation
A Unit Test Metamodel for Test GenerationESUG
 
Creating Unit Tests Using Genetic Programming
Creating Unit Tests Using Genetic ProgrammingCreating Unit Tests Using Genetic Programming
Creating Unit Tests Using Genetic ProgrammingESUG
 
Threaded-Execution and CPS Provide Smooth Switching Between Execution Modes
Threaded-Execution and CPS Provide Smooth Switching Between Execution ModesThreaded-Execution and CPS Provide Smooth Switching Between Execution Modes
Threaded-Execution and CPS Provide Smooth Switching Between Execution ModesESUG
 
Exploring GitHub Actions through EGAD: An Experience Report
Exploring GitHub Actions through EGAD: An Experience ReportExploring GitHub Actions through EGAD: An Experience Report
Exploring GitHub Actions through EGAD: An Experience ReportESUG
 
Pharo: a reflective language A first systematic analysis of reflective APIs
Pharo: a reflective language A first systematic analysis of reflective APIsPharo: a reflective language A first systematic analysis of reflective APIs
Pharo: a reflective language A first systematic analysis of reflective APIsESUG
 
Garbage Collector Tuning
Garbage Collector TuningGarbage Collector Tuning
Garbage Collector TuningESUG
 
Improving Performance Through Object Lifetime Profiling: the DataFrame Case
Improving Performance Through Object Lifetime Profiling: the DataFrame CaseImproving Performance Through Object Lifetime Profiling: the DataFrame Case
Improving Performance Through Object Lifetime Profiling: the DataFrame CaseESUG
 
Pharo DataFrame: Past, Present, and Future
Pharo DataFrame: Past, Present, and FuturePharo DataFrame: Past, Present, and Future
Pharo DataFrame: Past, Present, and FutureESUG
 
thisContext in the Debugger
thisContext in the DebuggerthisContext in the Debugger
thisContext in the DebuggerESUG
 
Websockets for Fencing Score
Websockets for Fencing ScoreWebsockets for Fencing Score
Websockets for Fencing ScoreESUG
 
ShowUs: PharoJS.org Develop in Pharo, Run on JavaScript
ShowUs: PharoJS.org Develop in Pharo, Run on JavaScriptShowUs: PharoJS.org Develop in Pharo, Run on JavaScript
ShowUs: PharoJS.org Develop in Pharo, Run on JavaScriptESUG
 
Advanced Object- Oriented Design Mooc
Advanced Object- Oriented Design MoocAdvanced Object- Oriented Design Mooc
Advanced Object- Oriented Design MoocESUG
 
A New Architecture Reconciling Refactorings and Transformations
A New Architecture Reconciling Refactorings and TransformationsA New Architecture Reconciling Refactorings and Transformations
A New Architecture Reconciling Refactorings and TransformationsESUG
 

Plus de ESUG (20)

Workshop: Identifying concept inventories in agile programming
Workshop: Identifying concept inventories in agile programmingWorkshop: Identifying concept inventories in agile programming
Workshop: Identifying concept inventories in agile programming
 
Technical documentation support in Pharo
Technical documentation support in PharoTechnical documentation support in Pharo
Technical documentation support in Pharo
 
The Pharo Debugger and Debugging tools: Advances and Roadmap
The Pharo Debugger and Debugging tools: Advances and RoadmapThe Pharo Debugger and Debugging tools: Advances and Roadmap
The Pharo Debugger and Debugging tools: Advances and Roadmap
 
Sequence: Pipeline modelling in Pharo
Sequence: Pipeline modelling in PharoSequence: Pipeline modelling in Pharo
Sequence: Pipeline modelling in Pharo
 
Migration process from monolithic to micro frontend architecture in mobile ap...
Migration process from monolithic to micro frontend architecture in mobile ap...Migration process from monolithic to micro frontend architecture in mobile ap...
Migration process from monolithic to micro frontend architecture in mobile ap...
 
Analyzing Dart Language with Pharo: Report and early results
Analyzing Dart Language with Pharo: Report and early resultsAnalyzing Dart Language with Pharo: Report and early results
Analyzing Dart Language with Pharo: Report and early results
 
Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6
Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6
Transpiling Pharo Classes to JS ECMAScript 5 versus ECMAScript 6
 
A Unit Test Metamodel for Test Generation
A Unit Test Metamodel for Test GenerationA Unit Test Metamodel for Test Generation
A Unit Test Metamodel for Test Generation
 
Creating Unit Tests Using Genetic Programming
Creating Unit Tests Using Genetic ProgrammingCreating Unit Tests Using Genetic Programming
Creating Unit Tests Using Genetic Programming
 
Threaded-Execution and CPS Provide Smooth Switching Between Execution Modes
Threaded-Execution and CPS Provide Smooth Switching Between Execution ModesThreaded-Execution and CPS Provide Smooth Switching Between Execution Modes
Threaded-Execution and CPS Provide Smooth Switching Between Execution Modes
 
Exploring GitHub Actions through EGAD: An Experience Report
Exploring GitHub Actions through EGAD: An Experience ReportExploring GitHub Actions through EGAD: An Experience Report
Exploring GitHub Actions through EGAD: An Experience Report
 
Pharo: a reflective language A first systematic analysis of reflective APIs
Pharo: a reflective language A first systematic analysis of reflective APIsPharo: a reflective language A first systematic analysis of reflective APIs
Pharo: a reflective language A first systematic analysis of reflective APIs
 
Garbage Collector Tuning
Garbage Collector TuningGarbage Collector Tuning
Garbage Collector Tuning
 
Improving Performance Through Object Lifetime Profiling: the DataFrame Case
Improving Performance Through Object Lifetime Profiling: the DataFrame CaseImproving Performance Through Object Lifetime Profiling: the DataFrame Case
Improving Performance Through Object Lifetime Profiling: the DataFrame Case
 
Pharo DataFrame: Past, Present, and Future
Pharo DataFrame: Past, Present, and FuturePharo DataFrame: Past, Present, and Future
Pharo DataFrame: Past, Present, and Future
 
thisContext in the Debugger
thisContext in the DebuggerthisContext in the Debugger
thisContext in the Debugger
 
Websockets for Fencing Score
Websockets for Fencing ScoreWebsockets for Fencing Score
Websockets for Fencing Score
 
ShowUs: PharoJS.org Develop in Pharo, Run on JavaScript
ShowUs: PharoJS.org Develop in Pharo, Run on JavaScriptShowUs: PharoJS.org Develop in Pharo, Run on JavaScript
ShowUs: PharoJS.org Develop in Pharo, Run on JavaScript
 
Advanced Object- Oriented Design Mooc
Advanced Object- Oriented Design MoocAdvanced Object- Oriented Design Mooc
Advanced Object- Oriented Design Mooc
 
A New Architecture Reconciling Refactorings and Transformations
A New Architecture Reconciling Refactorings and TransformationsA New Architecture Reconciling Refactorings and Transformations
A New Architecture Reconciling Refactorings and Transformations
 

Dernier

%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...masabamasaba
 
10 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 202410 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 2024Mind IT Systems
 
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdfintroduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdfVishalKumarJha10
 
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesAI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesVictorSzoltysek
 
%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...masabamasaba
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️Delhi Call girls
 
%in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park %in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park masabamasaba
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnAmarnathKambale
 
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...masabamasaba
 
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfPayment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfkalichargn70th171
 
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Steffen Staab
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...masabamasaba
 
SHRMPro HRMS Software Solutions Presentation
SHRMPro HRMS Software Solutions PresentationSHRMPro HRMS Software Solutions Presentation
SHRMPro HRMS Software Solutions PresentationShrmpro
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park masabamasaba
 
%in Harare+277-882-255-28 abortion pills for sale in Harare
%in Harare+277-882-255-28 abortion pills for sale in Harare%in Harare+277-882-255-28 abortion pills for sale in Harare
%in Harare+277-882-255-28 abortion pills for sale in Hararemasabamasaba
 
Announcing Codolex 2.0 from GDK Software
Announcing Codolex 2.0 from GDK SoftwareAnnouncing Codolex 2.0 from GDK Software
Announcing Codolex 2.0 from GDK SoftwareJim McKeeth
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...harshavardhanraghave
 
The title is not connected to what is inside
The title is not connected to what is insideThe title is not connected to what is inside
The title is not connected to what is insideshinachiaurasa2
 
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisamasabamasaba
 

Dernier (20)

%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
 
10 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 202410 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 2024
 
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdfintroduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
 
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesAI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
 
%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Vancouver Psychic Readings, Attraction spells,Br...
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
 
%in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park %in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learn
 
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
 
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfPayment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
 
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
 
SHRMPro HRMS Software Solutions Presentation
SHRMPro HRMS Software Solutions PresentationSHRMPro HRMS Software Solutions Presentation
SHRMPro HRMS Software Solutions Presentation
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
 
%in Harare+277-882-255-28 abortion pills for sale in Harare
%in Harare+277-882-255-28 abortion pills for sale in Harare%in Harare+277-882-255-28 abortion pills for sale in Harare
%in Harare+277-882-255-28 abortion pills for sale in Harare
 
Announcing Codolex 2.0 from GDK Software
Announcing Codolex 2.0 from GDK SoftwareAnnouncing Codolex 2.0 from GDK Software
Announcing Codolex 2.0 from GDK Software
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
 
The title is not connected to what is inside
The title is not connected to what is insideThe title is not connected to what is inside
The title is not connected to what is inside
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
 

Inferring Types by Mining Class Usage Frequency from Inline Caches