SlideShare una empresa de Scribd logo
1 de 54
Descargar para leer sin conexión
Measuring your code
   A talk by Nate Abele
        @nateabele

        nate.abele@gmail.com
Confession
Coercion, red bars & broken
windows
Continuous
Goal: Perfection
Or at the least, continuous
improvement
a.k.a.   (kaizen)
What people usually think
       Estimating costs
       Projecting deadlines
       Managerial BS!
Client Spec Sheet some paraphrased)
         (actual bullet points,
         Flash intro with no load time
         User account logins, password optional
         Ajax chat
         “Like Google”
...and my personal favorite


        Social network
Measurement is an essential element of
management; there is little chance of
controlling what we can not measure.
              - Wikipedia, “Software metric”
Wherefore... (WTF) ?
“Engineer” & “architect”
Cognitive Dissonance      *


       Engineers deal with tangible, immutable
       constraints, like gravity
       The practice of developing software is
       an inherently creative discipline
                                 * Thank you, Jones
Cognitive Dissonance
       Developer constraints (scope, schedule,
       budget) potentially / often in flux
       Software is inter-related; working on one
       part changes the others
       No project is exactly the same as another
Conclusion
       It’s not useful to measure high-level,
       intangible things like whole projects
       This is where scrum comes in handy
       Instead, we can use lower-level, more
       concrete measurements
What can we measure?
Code!!
More specifically...
         Unit test coverage
         Complexity
         Speed
         Documentation
More specifically...

         Standards conformance
         Refactoration!
Backing up...
          What is a metric?
     Measurement assigns numbers based on well-
     defined meaning

       - Sometimes the environment must be
         modified

       - Special development procedures that track
       various activities       - Wikipedia (paraphrased)

          You can cheat and use booleans, too
Notes on continuous integration
        A build system
        Runs on every code commit
        Runs tests
        Reports
Metric examples
PHP Code Sniffer
       PEAR Package:
       http://pear.php.net/package/PHP_CodeSniffer



       Checks conformance of a set of files against
       a series of classes called “sniffs”
PHP Code Sniffer
$ phpcs /path/to/code/myfile.php

FILE: /path/to/code/myfile.php
------------------------------------------------------------------------
FOUND 5 ERROR(S) AFFECTING 2 LINE(S)
------------------------------------------------------------------------
  2 | ERROR | Missing file doc comment
 47 | ERROR | Line not indented correctly; expected 4 spaces but found 1
 51 | ERROR | Missing function doc comment
 88 | ERROR | Line not indented correctly; expected 9 spaces but found 6
------------------------------------------------------------------------
PHP Code Sniffer
$ svn commit -m "Test" temp.php
Sending        temp.php
Transmitting file data .svn: Commit failed (details follow):
svn: 'pre-commit' hook failed with error output:

FILE: temp.php
--------------------------------------------------------------
FOUND 1 ERROR(S) AND 0 WARNING(S) AFFECTING 1 LINE(S)
--------------------------------------------------------------
 2 | ERROR | Missing file doc comment
--------------------------------------------------------------
This is important because things
are standardized
Measuring code complexity
       Cyclomatic complexity
         Directly measures the number of linearly
         independent paths through a program's
         source code.
         a.k.a. 1 + the number of times it branches
Measuring code complexity
Measuring code coverage
Measuring documentation coverage
    Check it out @   http://thechaw.com/api_generator
Measuring documentation coverage
       Check it out:
       http://thechaw.com/api_generator



       A series of rules
       Assigns weights based on docblock content
       and various docblock tags
Measuring documentation coverage
       Basic checks:
          Do doc tags exist?
          Incomplete @param tags?
          Do @param tags match actual params?
          Does it have a @link to the man page?
Profiling
Profiling
       Get timing / memory usage on every test run
       Granular, get statistics per test method
       Using continuous integration, code is profiled
       on each commit, all on a granular level
Case study
CakePHP 1.2 release cycle




1.2 alpha   1.2 beta   1.2 RC1   1.2 RC2   1.2 RC3   1.2 RC4
Metrics are your canary in the coal
mine of your development cycle
By tracking profiler stats (and other metrics),
we can see trends over time, and catch
problems before they become problems
Plus, who doesn’t like pretty graphs?
Finding things to measure
        CakePHP Inspector class
        CakePHP Parser class
        Based on the awesome work of Sean Coates
        http://github.com/scoates/tokalizer
Finding things to measure
Finding things to measure
Finding things to measure
Finding things to measure
Finding things to measure
In a dynamic language like PHP, this
 is a hard problem.
However, deep code introspection
 allows us to ask & answer some
very interesting questions
Project mess detection in PHPUnit
Beyond copy-paste detection & into
 pattern recognition
High-level refactoring tools
Can “good code” be quantified??
Good
     vs.
good enough
     vs.
the economy

Más contenido relacionado

La actualidad más candente

Refactoring legacy code driven by tests - ENG
Refactoring legacy code driven by tests - ENGRefactoring legacy code driven by tests - ENG
Refactoring legacy code driven by tests - ENGLuca Minudel
 
Tdd in php a brief example
Tdd in php   a brief exampleTdd in php   a brief example
Tdd in php a brief exampleJeremy Kendall
 
IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자
IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자
IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자Taeyeop Kim
 
TDD and Simple Design Workshop - Session 1 - March 2019
TDD and Simple Design Workshop - Session 1 - March 2019TDD and Simple Design Workshop - Session 1 - March 2019
TDD and Simple Design Workshop - Session 1 - March 2019Paulo Clavijo
 
Programming in Java: Getting Started
Programming in Java: Getting StartedProgramming in Java: Getting Started
Programming in Java: Getting StartedMartin Chapman
 
Coldfusion
ColdfusionColdfusion
ColdfusionRam
 
Joomla Code Quality Control and Automation Testing
Joomla Code Quality Control and Automation TestingJoomla Code Quality Control and Automation Testing
Joomla Code Quality Control and Automation TestingShyam Sunder Verma
 
Programming Paradigm & Languages
Programming Paradigm & LanguagesProgramming Paradigm & Languages
Programming Paradigm & LanguagesGaditek
 
Test Driven Development Methodology and Philosophy
Test Driven Development Methodology and Philosophy Test Driven Development Methodology and Philosophy
Test Driven Development Methodology and Philosophy Vijay Kumbhar
 
C# Programming: Fundamentals
C# Programming: FundamentalsC# Programming: Fundamentals
C# Programming: FundamentalsMahmoud Abdallah
 
C# 101: Intro to Programming with C#
C# 101: Intro to Programming with C#C# 101: Intro to Programming with C#
C# 101: Intro to Programming with C#Hawkman Academy
 
TDD - Test Driven Development
TDD - Test Driven DevelopmentTDD - Test Driven Development
TDD - Test Driven DevelopmentTung Nguyen Thanh
 
C++ 11 Style : A Touch of Class
C++ 11 Style : A Touch of ClassC++ 11 Style : A Touch of Class
C++ 11 Style : A Touch of ClassYogendra Rampuria
 
NDC London 2014: Erlang Patterns Matching Business Needs
NDC London 2014: Erlang Patterns Matching Business NeedsNDC London 2014: Erlang Patterns Matching Business Needs
NDC London 2014: Erlang Patterns Matching Business NeedsTorben Hoffmann
 
Java code coverage with JCov. Implementation details and use cases.
Java code coverage with JCov. Implementation details and use cases.Java code coverage with JCov. Implementation details and use cases.
Java code coverage with JCov. Implementation details and use cases.Alexandre (Shura) Iline
 

La actualidad más candente (20)

Refactoring legacy code driven by tests - ENG
Refactoring legacy code driven by tests - ENGRefactoring legacy code driven by tests - ENG
Refactoring legacy code driven by tests - ENG
 
Tdd in php a brief example
Tdd in php   a brief exampleTdd in php   a brief example
Tdd in php a brief example
 
IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자
IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자
IoT 개발자를 위한 Embedded C에서 Test Coverage를 추출해보자
 
TDD and Simple Design Workshop - Session 1 - March 2019
TDD and Simple Design Workshop - Session 1 - March 2019TDD and Simple Design Workshop - Session 1 - March 2019
TDD and Simple Design Workshop - Session 1 - March 2019
 
Dutch PHP Conference 2013: Distilled
Dutch PHP Conference 2013: DistilledDutch PHP Conference 2013: Distilled
Dutch PHP Conference 2013: Distilled
 
Programming in Java: Getting Started
Programming in Java: Getting StartedProgramming in Java: Getting Started
Programming in Java: Getting Started
 
Coldfusion
ColdfusionColdfusion
Coldfusion
 
Joomla Code Quality Control and Automation Testing
Joomla Code Quality Control and Automation TestingJoomla Code Quality Control and Automation Testing
Joomla Code Quality Control and Automation Testing
 
Programming Paradigm & Languages
Programming Paradigm & LanguagesProgramming Paradigm & Languages
Programming Paradigm & Languages
 
Pre processor directives in c
Pre processor directives in cPre processor directives in c
Pre processor directives in c
 
Test Driven Development Methodology and Philosophy
Test Driven Development Methodology and Philosophy Test Driven Development Methodology and Philosophy
Test Driven Development Methodology and Philosophy
 
C# Programming: Fundamentals
C# Programming: FundamentalsC# Programming: Fundamentals
C# Programming: Fundamentals
 
C#
C#C#
C#
 
Droidcon Summary 2021
Droidcon Summary 2021Droidcon Summary 2021
Droidcon Summary 2021
 
C# 101: Intro to Programming with C#
C# 101: Intro to Programming with C#C# 101: Intro to Programming with C#
C# 101: Intro to Programming with C#
 
TDD - Test Driven Development
TDD - Test Driven DevelopmentTDD - Test Driven Development
TDD - Test Driven Development
 
Switch case looping
Switch case loopingSwitch case looping
Switch case looping
 
C++ 11 Style : A Touch of Class
C++ 11 Style : A Touch of ClassC++ 11 Style : A Touch of Class
C++ 11 Style : A Touch of Class
 
NDC London 2014: Erlang Patterns Matching Business Needs
NDC London 2014: Erlang Patterns Matching Business NeedsNDC London 2014: Erlang Patterns Matching Business Needs
NDC London 2014: Erlang Patterns Matching Business Needs
 
Java code coverage with JCov. Implementation details and use cases.
Java code coverage with JCov. Implementation details and use cases.Java code coverage with JCov. Implementation details and use cases.
Java code coverage with JCov. Implementation details and use cases.
 

Similar a Measuring Your Code

Measuring Your Code
Measuring Your CodeMeasuring Your Code
Measuring Your CodeNate Abele
 
Measuring Your Code 2.0
Measuring Your Code 2.0Measuring Your Code 2.0
Measuring Your Code 2.0Nate Abele
 
Improving the accuracy and reliability of data analysis code
Improving the accuracy and reliability of data analysis codeImproving the accuracy and reliability of data analysis code
Improving the accuracy and reliability of data analysis codeJohan Carlin
 
Machine programming
Machine programmingMachine programming
Machine programmingDESMOND YUEN
 
Parasoft .TEST, Write better C# Code Using Data Flow Analysis
Parasoft .TEST, Write better C# Code Using  Data Flow Analysis Parasoft .TEST, Write better C# Code Using  Data Flow Analysis
Parasoft .TEST, Write better C# Code Using Data Flow Analysis Engineering Software Lab
 
Class 6: Introduction to web technology entrepreneurship
Class 6: Introduction to web technology entrepreneurshipClass 6: Introduction to web technology entrepreneurship
Class 6: Introduction to web technology entrepreneurshipallanchao
 
Building Scalable Development Environments
Building Scalable Development EnvironmentsBuilding Scalable Development Environments
Building Scalable Development EnvironmentsShahar Evron
 
Software Defect Prevention via Continuous Inspection
Software Defect Prevention via Continuous InspectionSoftware Defect Prevention via Continuous Inspection
Software Defect Prevention via Continuous InspectionJosh Gough
 
DevOps interview questions and answers
DevOps interview questions and answersDevOps interview questions and answers
DevOps interview questions and answersHopeTutors1
 
Put Your Hands in the Mud: What Technique, Why, and How
Put Your Hands in the Mud: What Technique, Why, and HowPut Your Hands in the Mud: What Technique, Why, and How
Put Your Hands in the Mud: What Technique, Why, and HowMassimiliano Di Penta
 
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...PyData
 
Aspect Oriented Software Development
Aspect Oriented Software DevelopmentAspect Oriented Software Development
Aspect Oriented Software DevelopmentJignesh Patel
 
Cloud continuous integration- A distributed approach using distinct services
Cloud continuous integration- A distributed approach using distinct servicesCloud continuous integration- A distributed approach using distinct services
Cloud continuous integration- A distributed approach using distinct servicesAndré Agostinho
 
Deploying more technology to shift from agility to anti-fragility
Deploying more technology to shift from agility to anti-fragilityDeploying more technology to shift from agility to anti-fragility
Deploying more technology to shift from agility to anti-fragilitySpyros Lambrinidis
 
Continuous Integration and development environment approach
Continuous Integration and development environment approachContinuous Integration and development environment approach
Continuous Integration and development environment approachAleksandr Tsertkov
 
SCA in an Agile World | June 2010
SCA in an Agile World | June 2010SCA in an Agile World | June 2010
SCA in an Agile World | June 2010Klocwork
 
Technical debt management strategies
Technical debt management strategiesTechnical debt management strategies
Technical debt management strategiesRaquel Pau
 

Similar a Measuring Your Code (20)

Measuring Your Code
Measuring Your CodeMeasuring Your Code
Measuring Your Code
 
Measuring Your Code 2.0
Measuring Your Code 2.0Measuring Your Code 2.0
Measuring Your Code 2.0
 
Ensuring code quality
Ensuring code qualityEnsuring code quality
Ensuring code quality
 
Improving the accuracy and reliability of data analysis code
Improving the accuracy and reliability of data analysis codeImproving the accuracy and reliability of data analysis code
Improving the accuracy and reliability of data analysis code
 
Machine programming
Machine programmingMachine programming
Machine programming
 
Parasoft .TEST, Write better C# Code Using Data Flow Analysis
Parasoft .TEST, Write better C# Code Using  Data Flow Analysis Parasoft .TEST, Write better C# Code Using  Data Flow Analysis
Parasoft .TEST, Write better C# Code Using Data Flow Analysis
 
Architecture presentation 4
Architecture presentation 4Architecture presentation 4
Architecture presentation 4
 
Illustrated Code (ASE 2021)
Illustrated Code (ASE 2021)Illustrated Code (ASE 2021)
Illustrated Code (ASE 2021)
 
Class 6: Introduction to web technology entrepreneurship
Class 6: Introduction to web technology entrepreneurshipClass 6: Introduction to web technology entrepreneurship
Class 6: Introduction to web technology entrepreneurship
 
Building Scalable Development Environments
Building Scalable Development EnvironmentsBuilding Scalable Development Environments
Building Scalable Development Environments
 
Software Defect Prevention via Continuous Inspection
Software Defect Prevention via Continuous InspectionSoftware Defect Prevention via Continuous Inspection
Software Defect Prevention via Continuous Inspection
 
DevOps interview questions and answers
DevOps interview questions and answersDevOps interview questions and answers
DevOps interview questions and answers
 
Put Your Hands in the Mud: What Technique, Why, and How
Put Your Hands in the Mud: What Technique, Why, and HowPut Your Hands in the Mud: What Technique, Why, and How
Put Your Hands in the Mud: What Technique, Why, and How
 
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
 
Aspect Oriented Software Development
Aspect Oriented Software DevelopmentAspect Oriented Software Development
Aspect Oriented Software Development
 
Cloud continuous integration- A distributed approach using distinct services
Cloud continuous integration- A distributed approach using distinct servicesCloud continuous integration- A distributed approach using distinct services
Cloud continuous integration- A distributed approach using distinct services
 
Deploying more technology to shift from agility to anti-fragility
Deploying more technology to shift from agility to anti-fragilityDeploying more technology to shift from agility to anti-fragility
Deploying more technology to shift from agility to anti-fragility
 
Continuous Integration and development environment approach
Continuous Integration and development environment approachContinuous Integration and development environment approach
Continuous Integration and development environment approach
 
SCA in an Agile World | June 2010
SCA in an Agile World | June 2010SCA in an Agile World | June 2010
SCA in an Agile World | June 2010
 
Technical debt management strategies
Technical debt management strategiesTechnical debt management strategies
Technical debt management strategies
 

Más de Nate Abele

The State of Lithium
The State of LithiumThe State of Lithium
The State of LithiumNate Abele
 
The Zen of Lithium
The Zen of LithiumThe Zen of Lithium
The Zen of LithiumNate Abele
 
Building Lithium Apps
Building Lithium AppsBuilding Lithium Apps
Building Lithium AppsNate Abele
 
Lithium: The Framework for People Who Hate Frameworks, Tokyo Edition
Lithium: The Framework for People Who Hate Frameworks, Tokyo EditionLithium: The Framework for People Who Hate Frameworks, Tokyo Edition
Lithium: The Framework for People Who Hate Frameworks, Tokyo EditionNate Abele
 
Building Apps with MongoDB
Building Apps with MongoDBBuilding Apps with MongoDB
Building Apps with MongoDBNate Abele
 
Practical PHP 5.3
Practical PHP 5.3Practical PHP 5.3
Practical PHP 5.3Nate Abele
 
Lithium: The Framework for People Who Hate Frameworks
Lithium: The Framework for People Who Hate FrameworksLithium: The Framework for People Who Hate Frameworks
Lithium: The Framework for People Who Hate FrameworksNate Abele
 
The Origin of Lithium
The Origin of LithiumThe Origin of Lithium
The Origin of LithiumNate Abele
 

Más de Nate Abele (9)

The State of Lithium
The State of LithiumThe State of Lithium
The State of Lithium
 
The Zen of Lithium
The Zen of LithiumThe Zen of Lithium
The Zen of Lithium
 
Building Lithium Apps
Building Lithium AppsBuilding Lithium Apps
Building Lithium Apps
 
Lithium: The Framework for People Who Hate Frameworks, Tokyo Edition
Lithium: The Framework for People Who Hate Frameworks, Tokyo EditionLithium: The Framework for People Who Hate Frameworks, Tokyo Edition
Lithium: The Framework for People Who Hate Frameworks, Tokyo Edition
 
Building Apps with MongoDB
Building Apps with MongoDBBuilding Apps with MongoDB
Building Apps with MongoDB
 
Practical PHP 5.3
Practical PHP 5.3Practical PHP 5.3
Practical PHP 5.3
 
Lithium: The Framework for People Who Hate Frameworks
Lithium: The Framework for People Who Hate FrameworksLithium: The Framework for People Who Hate Frameworks
Lithium: The Framework for People Who Hate Frameworks
 
The Origin of Lithium
The Origin of LithiumThe Origin of Lithium
The Origin of Lithium
 
Doin' It Rong
Doin' It RongDoin' It Rong
Doin' It Rong
 

Último

"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfSeasiaInfotech2
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 

Último (20)

"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdf
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 

Measuring Your Code