SlideShare ist ein Scribd-Unternehmen logo
1 von 18
Downloaden Sie, um offline zu lesen
Lowcode:
Extending Pharo with C Types to
Improve Performance
Ronie Salgado
Universidad de Chile
Stéphane Ducasse
RMoD, INRIA, Lille
Dynamic languages vs static
languages
● Performance gap between them
● Static languages are interpreted” by the CPU
● Cost of marshalling when doing FFI
● Runtime type checking for primitive operations
● Big cost when having to manipulate memory
directly
What we did?
● Extending the VM with low-level bytecodes
● Type system with primitive types and object.
● Smalltalk compiler extended with primitive
types, type inference and type checking
● Benchmarks
● Performance improvement between 50-400%
Lowcode: low-level bytecodes
● New (~270) low-level bytecodes
● Implemented as Sista “inline primitives”
● Operations with primitive data (int32, int64, float32,
float64)
● Marshalling/unmarshlling
● Pointer load/store
● Local stack frame
● Native C function call
Specification and implementation
● Byte codes are specified formally in a XML
● Virtual machine implementation generated from
the Spec
● Additional VM stack for native data that is not
inspected by the GC
● Shadow Native callout stack in the interpreter
(not in the jit)
Instruction specification
Extensible Type System
● Primitive types, primitive data references,
pointers and object
● Type syntax based in Smalltalk syntax
● Types are parsed by sending a message
● Sending #asLowcodeType to an array or a
Symbol
Types
Agregate types
● Using Slots for defining structures and unions
Extending the compiler
● Extensions to the semantic analyzer:
– Type annotations
– Type checking
– Local type inference
– Special messages for type conversión
– Trivial accessors and trivial constructors marked
with a pragma are inlined
Trivial Accessors and constructors
Lowcode Method Sample
Generated CompiledMethod
Benchmarks
● Executed with the JIT and the Interpreter VM
● Basic linear algebra operations used commonly
in 3D graphics:
– 3x3 matrix with matrix multiplication (2.96, 1.05)
– 3x3 matrix with 3D vector multiplication (4.73, 1.63)
– 3D vector normalization (3.82, 1.72)
Benchmarks
Conclusions
● No performance regressions in the Interpreter
only VM
● Big performance improvement
● Not many changes are required to the Pharo
methods
Future work
● Unchecked pointers and arrays
● More inlining (maybe working with Sista)
● Calling C functions directly avoing the FFI
● Making a C compiler
Thank you!

Weitere ähnliche Inhalte

Was ist angesagt?

Natural Language to Visualization by Neural Machine Translation
Natural Language to Visualization by Neural Machine TranslationNatural Language to Visualization by Neural Machine Translation
Natural Language to Visualization by Neural Machine Translationivaderivader
 
First draft programming c++
First draft programming c++First draft programming c++
First draft programming c++藝輝 王
 
Compiler assisted code randomization S&P'18
Compiler assisted code randomization S&P'18Compiler assisted code randomization S&P'18
Compiler assisted code randomization S&P'18星曼 陈
 
Toy compiler
Toy compilerToy compiler
Toy compilerhome
 
Type Feedback for Bytecode Interpreters
Type Feedback for Bytecode InterpretersType Feedback for Bytecode Interpreters
Type Feedback for Bytecode InterpretersMarcus Denker
 
Decision Making & Loops
Decision Making & LoopsDecision Making & Loops
Decision Making & LoopsAkhil Kaushik
 
Lecture 1 Compiler design , computation
Lecture 1 Compiler design , computation Lecture 1 Compiler design , computation
Lecture 1 Compiler design , computation Rebaz Najeeb
 
Valuable Information on Lexical Analysis in Compiler Design
Valuable Information on Lexical Analysis in Compiler DesignValuable Information on Lexical Analysis in Compiler Design
Valuable Information on Lexical Analysis in Compiler DesignLesa Cote
 
Code: from Procedural to Object Oriented
Code: from Procedural to Object OrientedCode: from Procedural to Object Oriented
Code: from Procedural to Object Orientedkleinron
 
Issues in design_of_code_generator
Issues in design_of_code_generatorIssues in design_of_code_generator
Issues in design_of_code_generatorvinithapanneer
 
Verilog Test Bench
Verilog Test BenchVerilog Test Bench
Verilog Test BenchDr.YNM
 

Was ist angesagt? (16)

2nd presantation
2nd presantation2nd presantation
2nd presantation
 
Natural Language to Visualization by Neural Machine Translation
Natural Language to Visualization by Neural Machine TranslationNatural Language to Visualization by Neural Machine Translation
Natural Language to Visualization by Neural Machine Translation
 
First draft programming c++
First draft programming c++First draft programming c++
First draft programming c++
 
Compiler assisted code randomization S&P'18
Compiler assisted code randomization S&P'18Compiler assisted code randomization S&P'18
Compiler assisted code randomization S&P'18
 
Toy compiler
Toy compilerToy compiler
Toy compiler
 
Type Feedback for Bytecode Interpreters
Type Feedback for Bytecode InterpretersType Feedback for Bytecode Interpreters
Type Feedback for Bytecode Interpreters
 
Decision Making & Loops
Decision Making & LoopsDecision Making & Loops
Decision Making & Loops
 
Intro dotnet
Intro dotnetIntro dotnet
Intro dotnet
 
Lecture 1 Compiler design , computation
Lecture 1 Compiler design , computation Lecture 1 Compiler design , computation
Lecture 1 Compiler design , computation
 
C- language Lecture 8
C- language Lecture 8C- language Lecture 8
C- language Lecture 8
 
C- language Lecture 4
C- language Lecture 4C- language Lecture 4
C- language Lecture 4
 
Valuable Information on Lexical Analysis in Compiler Design
Valuable Information on Lexical Analysis in Compiler DesignValuable Information on Lexical Analysis in Compiler Design
Valuable Information on Lexical Analysis in Compiler Design
 
Code: from Procedural to Object Oriented
Code: from Procedural to Object OrientedCode: from Procedural to Object Oriented
Code: from Procedural to Object Oriented
 
Issues in design_of_code_generator
Issues in design_of_code_generatorIssues in design_of_code_generator
Issues in design_of_code_generator
 
Toy complier
Toy complierToy complier
Toy complier
 
Verilog Test Bench
Verilog Test BenchVerilog Test Bench
Verilog Test Bench
 

Ähnlich wie Lowcode: Extending Smalltalk with C Types to Improve Performance

Practical C++ Generative Programming
Practical C++ Generative ProgrammingPractical C++ Generative Programming
Practical C++ Generative ProgrammingSchalk Cronjé
 
고급컴파일러구성론_개레_230303.pptx
고급컴파일러구성론_개레_230303.pptx고급컴파일러구성론_개레_230303.pptx
고급컴파일러구성론_개레_230303.pptxssuser1e7611
 
Introduction to compiler
Introduction to compilerIntroduction to compiler
Introduction to compilerAbha Damani
 
Summer training vhdl
Summer training vhdlSummer training vhdl
Summer training vhdlArshit Rai
 
Summer training vhdl
Summer training vhdlSummer training vhdl
Summer training vhdlArshit Rai
 
Jvm profiling under the hood
Jvm profiling under the hoodJvm profiling under the hood
Jvm profiling under the hoodRichardWarburton
 
My benchmarks brings all the boys to the yard
My benchmarks brings all the boys to the yardMy benchmarks brings all the boys to the yard
My benchmarks brings all the boys to the yardIon Dormenco
 
EuroMPI 2013 presentation: McMPI
EuroMPI 2013 presentation: McMPIEuroMPI 2013 presentation: McMPI
EuroMPI 2013 presentation: McMPIDan Holmes
 
02 direct3 d_pipeline
02 direct3 d_pipeline02 direct3 d_pipeline
02 direct3 d_pipelineGirish Ghate
 
44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...
44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...
44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...44CON
 
Pros and cons of c as a compiler language
  Pros and cons of c as a compiler language  Pros and cons of c as a compiler language
Pros and cons of c as a compiler languageAshok Raj
 
Summer training vhdl
Summer training vhdlSummer training vhdl
Summer training vhdlArshit Rai
 
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAlluxio, Inc.
 
binary analysis for botnet reverse engineering.pptx
binary analysis for botnet reverse engineering.pptxbinary analysis for botnet reverse engineering.pptx
binary analysis for botnet reverse engineering.pptxAhmedHamouda68
 
Codescape Debugger 8
Codescape Debugger 8Codescape Debugger 8
Codescape Debugger 8Damien Ruscoe
 
What you need to know about .NET Core 3.0 and beyond
What you need to know about .NET Core 3.0 and beyondWhat you need to know about .NET Core 3.0 and beyond
What you need to know about .NET Core 3.0 and beyondJon Galloway
 
BSSML16 L10. Summary Day 2 Sessions
BSSML16 L10. Summary Day 2 SessionsBSSML16 L10. Summary Day 2 Sessions
BSSML16 L10. Summary Day 2 SessionsBigML, Inc
 

Ähnlich wie Lowcode: Extending Smalltalk with C Types to Improve Performance (20)

Practical C++ Generative Programming
Practical C++ Generative ProgrammingPractical C++ Generative Programming
Practical C++ Generative Programming
 
고급컴파일러구성론_개레_230303.pptx
고급컴파일러구성론_개레_230303.pptx고급컴파일러구성론_개레_230303.pptx
고급컴파일러구성론_개레_230303.pptx
 
Introduction to compiler
Introduction to compilerIntroduction to compiler
Introduction to compiler
 
Summer training vhdl
Summer training vhdlSummer training vhdl
Summer training vhdl
 
Summer training vhdl
Summer training vhdlSummer training vhdl
Summer training vhdl
 
REDA services
REDA servicesREDA services
REDA services
 
Jvm profiling under the hood
Jvm profiling under the hoodJvm profiling under the hood
Jvm profiling under the hood
 
My benchmarks brings all the boys to the yard
My benchmarks brings all the boys to the yardMy benchmarks brings all the boys to the yard
My benchmarks brings all the boys to the yard
 
C for Engineers
C for EngineersC for Engineers
C for Engineers
 
EuroMPI 2013 presentation: McMPI
EuroMPI 2013 presentation: McMPIEuroMPI 2013 presentation: McMPI
EuroMPI 2013 presentation: McMPI
 
Code Generation
Code GenerationCode Generation
Code Generation
 
02 direct3 d_pipeline
02 direct3 d_pipeline02 direct3 d_pipeline
02 direct3 d_pipeline
 
44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...
44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...
44CON London 2015 - Reverse engineering and exploiting font rasterizers: the ...
 
Pros and cons of c as a compiler language
  Pros and cons of c as a compiler language  Pros and cons of c as a compiler language
Pros and cons of c as a compiler language
 
Summer training vhdl
Summer training vhdlSummer training vhdl
Summer training vhdl
 
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
 
binary analysis for botnet reverse engineering.pptx
binary analysis for botnet reverse engineering.pptxbinary analysis for botnet reverse engineering.pptx
binary analysis for botnet reverse engineering.pptx
 
Codescape Debugger 8
Codescape Debugger 8Codescape Debugger 8
Codescape Debugger 8
 
What you need to know about .NET Core 3.0 and beyond
What you need to know about .NET Core 3.0 and beyondWhat you need to know about .NET Core 3.0 and beyond
What you need to know about .NET Core 3.0 and beyond
 
BSSML16 L10. Summary Day 2 Sessions
BSSML16 L10. Summary Day 2 SessionsBSSML16 L10. Summary Day 2 Sessions
BSSML16 L10. Summary Day 2 Sessions
 

Mehr von 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
 

Mehr von 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
 

Kürzlich hochgeladen

Architecture decision records - How not to get lost in the past
Architecture decision records - How not to get lost in the pastArchitecture decision records - How not to get lost in the past
Architecture decision records - How not to get lost in the pastPapp Krisztián
 
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2
 
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
 
%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
 
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
 
%in Midrand+277-882-255-28 abortion pills for sale in midrand
%in Midrand+277-882-255-28 abortion pills for sale in midrand%in Midrand+277-882-255-28 abortion pills for sale in midrand
%in Midrand+277-882-255-28 abortion pills for sale in midrandmasabamasaba
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...panagenda
 
%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...
%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...
%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...masabamasaba
 
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Bert Jan Schrijver
 
%+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
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech studentsHimanshiGarg82
 
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benonimasabamasaba
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...Health
 
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrainmasabamasaba
 
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfonteinmasabamasaba
 
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...WSO2
 
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...chiefasafspells
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplatePresentation.STUDIO
 

Kürzlich hochgeladen (20)

Architecture decision records - How not to get lost in the past
Architecture decision records - How not to get lost in the pastArchitecture decision records - How not to get lost in the past
Architecture decision records - How not to get lost in the past
 
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
 
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
 
%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
 
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
 
%in Midrand+277-882-255-28 abortion pills for sale in midrand
%in Midrand+277-882-255-28 abortion pills for sale in midrand%in Midrand+277-882-255-28 abortion pills for sale in midrand
%in Midrand+277-882-255-28 abortion pills for sale in midrand
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
 
%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...
%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...
%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...
 
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
 
%+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...
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students
 
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?
 
Microsoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdfMicrosoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdf
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
 
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
 
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
 
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
 
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation Template
 

Lowcode: Extending Smalltalk with C Types to Improve Performance

  • 1. Lowcode: Extending Pharo with C Types to Improve Performance Ronie Salgado Universidad de Chile Stéphane Ducasse RMoD, INRIA, Lille
  • 2. Dynamic languages vs static languages ● Performance gap between them ● Static languages are interpreted” by the CPU ● Cost of marshalling when doing FFI ● Runtime type checking for primitive operations ● Big cost when having to manipulate memory directly
  • 3. What we did? ● Extending the VM with low-level bytecodes ● Type system with primitive types and object. ● Smalltalk compiler extended with primitive types, type inference and type checking ● Benchmarks ● Performance improvement between 50-400%
  • 4. Lowcode: low-level bytecodes ● New (~270) low-level bytecodes ● Implemented as Sista “inline primitives” ● Operations with primitive data (int32, int64, float32, float64) ● Marshalling/unmarshlling ● Pointer load/store ● Local stack frame ● Native C function call
  • 5. Specification and implementation ● Byte codes are specified formally in a XML ● Virtual machine implementation generated from the Spec ● Additional VM stack for native data that is not inspected by the GC ● Shadow Native callout stack in the interpreter (not in the jit)
  • 7. Extensible Type System ● Primitive types, primitive data references, pointers and object ● Type syntax based in Smalltalk syntax ● Types are parsed by sending a message ● Sending #asLowcodeType to an array or a Symbol
  • 9. Agregate types ● Using Slots for defining structures and unions
  • 10. Extending the compiler ● Extensions to the semantic analyzer: – Type annotations – Type checking – Local type inference – Special messages for type conversión – Trivial accessors and trivial constructors marked with a pragma are inlined
  • 11. Trivial Accessors and constructors
  • 14. Benchmarks ● Executed with the JIT and the Interpreter VM ● Basic linear algebra operations used commonly in 3D graphics: – 3x3 matrix with matrix multiplication (2.96, 1.05) – 3x3 matrix with 3D vector multiplication (4.73, 1.63) – 3D vector normalization (3.82, 1.72)
  • 16. Conclusions ● No performance regressions in the Interpreter only VM ● Big performance improvement ● Not many changes are required to the Pharo methods
  • 17. Future work ● Unchecked pointers and arrays ● More inlining (maybe working with Sista) ● Calling C functions directly avoing the FFI ● Making a C compiler