This document provides an overview of Flux, an architectural pattern for building user interfaces. It discusses the key concepts of unidirectional data flow, stores that maintain application state, views that render data and respond to user input, and actions that represent state changes. Actions are sent to a dispatcher which manages dependencies between stores. The pattern aims for conceptual integrity, reliability, and moving fast with stable infrastructure. Examples of Flux implementations are provided, along with resources for learning more.
This document discusses Rethink Smalltalk, a development environment created by Cosmocows to enable fast and easy creation of database-backed web applications using Smalltalk design principles. The environment aims to solve common problems that make application development complex, such as data persistence, authorization, and transactions. It provides a model description language, model transformations, and a model dispatcher to generate code for different layers like the database, business logic, and user interface. This allows a single developer to understand the entire application. The document demonstrates three versions of the Rethink Smalltalk environment, with the third using a "sheet" IDE and "syntheses" kernel.
This document discusses lessons learned from experience scaling service architectures. It defines scalability as the ability to handle increased workload by repeatedly applying cost-effective strategies to extend a system's capacity. The document provides tips for building scalable systems, including making services self-contained and disposable, storing data in scalable datastores, separating services to avoid cascading failures, load balancing, and monitoring systems.
The document provides an introduction to ASP.NET MVC architecture. It discusses the key components of MVC - the model, view and controller. The model handles the data and logic, the view displays the UI, and the controller coordinates between them. It also covers MVC conventions like controller and view directories, and compares ASP.NET MVC to Web Forms.
Asp.net MVC is a framework that implements the Model-View-Controller pattern. The Model manages application data and logic, the View handles data presentation, and the Controller manages application flow and navigation. Asp.net MVC gives developers more control over HTML markup and supports unit testing. It uses a more logical and SEO-friendly URL structure compared to Asp.net Web Forms. When a request comes in, MVC routes it to a controller action, which accesses the model for data processing before passing the results to a view for rendering.
This document provides an overview of ASP.NET MVC, comparing it to Web Forms. It states that MVC is not a replacement for Web Forms but an additional option, using a separation of concerns approach. The MVC flow involves URLs routing to controllers and actions. Key advantages of MVC include testability, clean separation of concerns, and support for Ajax, security, and routing. When choosing between MVC and Web Forms, factors include architectural patterns, testability, and expertise with HTML, CSS, and JavaScript required.
This document discusses Rethink Smalltalk, a development environment created by Cosmocows to enable fast and easy creation of database-backed web applications using Smalltalk design principles. The environment aims to solve common problems that make application development complex, such as data persistence, authorization, and transactions. It provides a model description language, model transformations, and a model dispatcher to generate code for different layers like the database, business logic, and user interface. This allows a single developer to understand the entire application. The document demonstrates three versions of the Rethink Smalltalk environment, with the third using a "sheet" IDE and "syntheses" kernel.
This document discusses lessons learned from experience scaling service architectures. It defines scalability as the ability to handle increased workload by repeatedly applying cost-effective strategies to extend a system's capacity. The document provides tips for building scalable systems, including making services self-contained and disposable, storing data in scalable datastores, separating services to avoid cascading failures, load balancing, and monitoring systems.
The document provides an introduction to ASP.NET MVC architecture. It discusses the key components of MVC - the model, view and controller. The model handles the data and logic, the view displays the UI, and the controller coordinates between them. It also covers MVC conventions like controller and view directories, and compares ASP.NET MVC to Web Forms.
Asp.net MVC is a framework that implements the Model-View-Controller pattern. The Model manages application data and logic, the View handles data presentation, and the Controller manages application flow and navigation. Asp.net MVC gives developers more control over HTML markup and supports unit testing. It uses a more logical and SEO-friendly URL structure compared to Asp.net Web Forms. When a request comes in, MVC routes it to a controller action, which accesses the model for data processing before passing the results to a view for rendering.
This document provides an overview of ASP.NET MVC, comparing it to Web Forms. It states that MVC is not a replacement for Web Forms but an additional option, using a separation of concerns approach. The MVC flow involves URLs routing to controllers and actions. Key advantages of MVC include testability, clean separation of concerns, and support for Ajax, security, and routing. When choosing between MVC and Web Forms, factors include architectural patterns, testability, and expertise with HTML, CSS, and JavaScript required.
The document discusses actor patterns in distributed systems and how they can help address enterprise IT challenges through dynamic provisioning and service level agreement (SLA) management. It introduces the speakers and their backgrounds in distributed systems. It then covers common enterprise IT challenges, trends towards more distributed and heterogeneous environments, and the needs for solutions that can scale across systems and machines. The document defines actors and how the Chameleon system implements them to allow dynamic workload provisioning and SLA management through a directed acyclic graph execution model. It provides an example demo and discusses potential integration points and use cases for Chameleon.
Seam is a Java EE framework that helps manage state in web applications. It introduces new contexts like the conversation context to scope state data over multiple requests. Seam components are POJOs annotated to bind to contexts, making state management easier. Seam uses conversations, bijection, and other features to properly handle stateful processes in web applications and avoid common problems with state management.
This document provides an overview of Android Architecture Components (AAC). It discusses the key components of AAC including Room for database access, LiveData for observable data, ViewModel for UI-related data, Lifecycle-aware components for handling lifecycle changes, and WorkManager for background tasks. It describes how these components help address issues with traditional approaches, provide benefits like lifecycle awareness, and encourage decoupled app architecture. Examples are given throughout to illustrate how each component works and is used within an Android app.
This document summarizes a presentation on implementing an event-driven architecture on the Windows Azure platform. The presentation discusses design challenges of cloud computing like latency, lack of distributed transactions, and instance availability. It then introduces event-driven architecture as a solution, covering event processing styles, loose coupling, and the relationship to CQRS. The presentation demonstrates how to address the cloud challenges through compensating events, eventual consistency, and autonomous services. It provides examples of using technologies like Azure queues, StreamInsight, and NServiceBus to build the architecture.
Operating a World-Class Virtual Infrastructure1CloudRoad.com
The document summarizes how to operate a world-class virtual infrastructure in the cloud. It discusses automating tasks to save time, managing performance and changes to reduce risk, and using effective capacity controls to right-size datacenters. Key tools mentioned for these tasks include vCenter Server, vCenter Orchestrator, vCenter AppSpeed, vCenter Change Insight, and vCenter CapacityIQ. The overall goal is to leverage virtualization, automation, and other tools to simplify management in the cloud and energize businesses through optimized IT.
Being Elastic -- Evolving Programming for the CloudRandy Shoup
eBay Chief Engineer Randy Shoup's keynote at QCon 2010 outlines several critical elements of the evolving cloud programming model – what developers need to do to develop successful systems in the cloud. It discusses state management and statelessness, distribution- and network-awareness, workload partitioning, cost and resource metering, automation readiness, and deployment strategies
Advanced web application architecture Way2WebMatthias Noback
How to:
- Design a clean domain model
- Model your application's use cases as application services
- Connect those well-designed layers to the world outside
Protecting your high quality domain model can be accomplished by applying a so-called ports & adapters or hexagonal architecture.
Some of the keywords for this talk: aggregate design, domain events, application services, commands, queries and events, layered architecture, ports & adapters, hexagonal architecture.
Reactive Worksheets is a sophisticated Enterprise Data Management and Analysis solution built to meet the specific challenges of capital markets participants. The solution is designed to help decision makers – in trading, sales, risk, etc. – to access, analyse and manage data from multiple heterogeneous data sources in a very flexible, but powerful way.
This document discusses web application frameworks and principles. It outlines desired characteristics for web frameworks, including database mapping, request routing, view selection, component-based asynchronous rendering, security, testing, and deployment. Specific frameworks mentioned that exemplify some principles include Rails, Seaside, and Lift. The document also provides information about getting started with Lift and development tools for Lift.
Slides from my presentation about Shopzilla's concurrency strategies to the Pasadena Java User's Group on April 26, 2010. This is essentially the same material as covered by my colleague Rodney Barlow in an earlier presentation http://www.slideshare.net/rodneypbarlow/shopzilla-on-concurrency, with a few minor tweaks.
Oracle Enterprise Manager provides integrated management capabilities for Oracle technologies across the entire technology stack. It offers lifecycle management, configuration management, application performance management, and other capabilities. These capabilities help customers manage cloud infrastructure with agility, control, cost optimization, and flexibility to address the challenges of cloud operations. Oracle Enterprise Manager provides a single console for comprehensive management of databases, middleware, applications, and infrastructure on-premises and in the cloud.
The document discusses an integrated solution called Symantec i3 that enables effective management of availability and performance of multi-tier business applications. It provides a methodology to monitor availability and performance of business processes across different technologies and geographies. A case study demonstrates how Symantec i3 was used to detect and resolve an SLA breach issue for a flower ordering application through systematic analysis and adjustment of synthetic transactions to reflect real-world usage patterns.
Abstract
Concurrency is everywhere. Prior to Java 5, concurrency was difficult
and error prone. Since Java 5, it's far more prevalent in our
application code, and through time it's been lurking in open-source
frameworks and containers. Concurrency is also a fundamental part of
Shopzilla's web-site and services ecosystem.
Introduction
Rod Barlow from Shopzilla will explore a brief history of concurrency, and the key
concurrency features and techniques provided by the Java API since
Java 5. Topics covered include Immutability, Atomic References, Blocking
Queues, Locks and Deadlocks. Also covered is Concurrency in
Frameworks, and Shopzilla's Website Concurrency Framework, including
Thread Pools, Executors and Futures.
The document discusses several concepts related to building scalable and available systems, including:
- Scalability involves a system's ability to handle expected loads with acceptable performance and to grow easily when loads increase. This may involve scaling up using bigger/faster systems or scaling out across multiple systems.
- Availability is the goal of having a system operational 100% of the time, requiring redundancy so there are no single points of failure.
- Performance measures like response time and throughput relate to a system's scalability and capacity. Distributing load across redundant and partitioned components can help improve scalability and availability.
This document discusses building robust apps with React.js by avoiding tightly coupled components and focusing on proper data flow. It introduces React.js basics like components, JSX, virtual DOM and one-way data flow. It also covers Flux architecture with unidirectional data flow through stores, dispatcher and actions. The conclusion emphasizes that React.js is about understanding data flow in the app to reduce mistakes and increase immutability.
[2016/2017] Introduction to Software ArchitectureIvano Malavolta
This presentation is about a lecture I gave within the "Software systems and services" immigration course at the Gran Sasso Science Institute, L'Aquila (Italy): http://cs.gssi.infn.it/.
http://www.ivanomalavolta.com
Reactive Worksheets is enterprise data management and analysis software developed by FalconSoft Ltd that aims to solve issues with unmanaged, unstructured data sources commonly found in financial services companies. It features a responsive real-time user interface, customizable views, lightweight permissions, and the ability to extend functionality through scripting. The software includes a middleware component for real-time data distribution, caching, and consolidation, as well as a data repository for versioning, auditing, and integration with business intelligence tools. It allows for centralized security, data modeling, and a holistic view of company data.
This document discusses MVVM architecture patterns and common issues related to implementing MVVM. It begins with defining key concepts in MVVM like INotifyPropertyChanged, data binding, value converters, dependency properties, user controls and commands. It then summarizes the roles and responsibilities of the Model, View and ViewModel. Several common issues that arise with MVVM implementations are discussed along with recommended solutions.
DDS Security Version 1.2 was adopted in 2024. This revision strengthens support for long runnings systems adding new cryptographic algorithms, certificate revocation, and hardness against DoS attacks.
The document discusses actor patterns in distributed systems and how they can help address enterprise IT challenges through dynamic provisioning and service level agreement (SLA) management. It introduces the speakers and their backgrounds in distributed systems. It then covers common enterprise IT challenges, trends towards more distributed and heterogeneous environments, and the needs for solutions that can scale across systems and machines. The document defines actors and how the Chameleon system implements them to allow dynamic workload provisioning and SLA management through a directed acyclic graph execution model. It provides an example demo and discusses potential integration points and use cases for Chameleon.
Seam is a Java EE framework that helps manage state in web applications. It introduces new contexts like the conversation context to scope state data over multiple requests. Seam components are POJOs annotated to bind to contexts, making state management easier. Seam uses conversations, bijection, and other features to properly handle stateful processes in web applications and avoid common problems with state management.
This document provides an overview of Android Architecture Components (AAC). It discusses the key components of AAC including Room for database access, LiveData for observable data, ViewModel for UI-related data, Lifecycle-aware components for handling lifecycle changes, and WorkManager for background tasks. It describes how these components help address issues with traditional approaches, provide benefits like lifecycle awareness, and encourage decoupled app architecture. Examples are given throughout to illustrate how each component works and is used within an Android app.
This document summarizes a presentation on implementing an event-driven architecture on the Windows Azure platform. The presentation discusses design challenges of cloud computing like latency, lack of distributed transactions, and instance availability. It then introduces event-driven architecture as a solution, covering event processing styles, loose coupling, and the relationship to CQRS. The presentation demonstrates how to address the cloud challenges through compensating events, eventual consistency, and autonomous services. It provides examples of using technologies like Azure queues, StreamInsight, and NServiceBus to build the architecture.
Operating a World-Class Virtual Infrastructure1CloudRoad.com
The document summarizes how to operate a world-class virtual infrastructure in the cloud. It discusses automating tasks to save time, managing performance and changes to reduce risk, and using effective capacity controls to right-size datacenters. Key tools mentioned for these tasks include vCenter Server, vCenter Orchestrator, vCenter AppSpeed, vCenter Change Insight, and vCenter CapacityIQ. The overall goal is to leverage virtualization, automation, and other tools to simplify management in the cloud and energize businesses through optimized IT.
Being Elastic -- Evolving Programming for the CloudRandy Shoup
eBay Chief Engineer Randy Shoup's keynote at QCon 2010 outlines several critical elements of the evolving cloud programming model – what developers need to do to develop successful systems in the cloud. It discusses state management and statelessness, distribution- and network-awareness, workload partitioning, cost and resource metering, automation readiness, and deployment strategies
Advanced web application architecture Way2WebMatthias Noback
How to:
- Design a clean domain model
- Model your application's use cases as application services
- Connect those well-designed layers to the world outside
Protecting your high quality domain model can be accomplished by applying a so-called ports & adapters or hexagonal architecture.
Some of the keywords for this talk: aggregate design, domain events, application services, commands, queries and events, layered architecture, ports & adapters, hexagonal architecture.
Reactive Worksheets is a sophisticated Enterprise Data Management and Analysis solution built to meet the specific challenges of capital markets participants. The solution is designed to help decision makers – in trading, sales, risk, etc. – to access, analyse and manage data from multiple heterogeneous data sources in a very flexible, but powerful way.
This document discusses web application frameworks and principles. It outlines desired characteristics for web frameworks, including database mapping, request routing, view selection, component-based asynchronous rendering, security, testing, and deployment. Specific frameworks mentioned that exemplify some principles include Rails, Seaside, and Lift. The document also provides information about getting started with Lift and development tools for Lift.
Slides from my presentation about Shopzilla's concurrency strategies to the Pasadena Java User's Group on April 26, 2010. This is essentially the same material as covered by my colleague Rodney Barlow in an earlier presentation http://www.slideshare.net/rodneypbarlow/shopzilla-on-concurrency, with a few minor tweaks.
Oracle Enterprise Manager provides integrated management capabilities for Oracle technologies across the entire technology stack. It offers lifecycle management, configuration management, application performance management, and other capabilities. These capabilities help customers manage cloud infrastructure with agility, control, cost optimization, and flexibility to address the challenges of cloud operations. Oracle Enterprise Manager provides a single console for comprehensive management of databases, middleware, applications, and infrastructure on-premises and in the cloud.
The document discusses an integrated solution called Symantec i3 that enables effective management of availability and performance of multi-tier business applications. It provides a methodology to monitor availability and performance of business processes across different technologies and geographies. A case study demonstrates how Symantec i3 was used to detect and resolve an SLA breach issue for a flower ordering application through systematic analysis and adjustment of synthetic transactions to reflect real-world usage patterns.
Abstract
Concurrency is everywhere. Prior to Java 5, concurrency was difficult
and error prone. Since Java 5, it's far more prevalent in our
application code, and through time it's been lurking in open-source
frameworks and containers. Concurrency is also a fundamental part of
Shopzilla's web-site and services ecosystem.
Introduction
Rod Barlow from Shopzilla will explore a brief history of concurrency, and the key
concurrency features and techniques provided by the Java API since
Java 5. Topics covered include Immutability, Atomic References, Blocking
Queues, Locks and Deadlocks. Also covered is Concurrency in
Frameworks, and Shopzilla's Website Concurrency Framework, including
Thread Pools, Executors and Futures.
The document discusses several concepts related to building scalable and available systems, including:
- Scalability involves a system's ability to handle expected loads with acceptable performance and to grow easily when loads increase. This may involve scaling up using bigger/faster systems or scaling out across multiple systems.
- Availability is the goal of having a system operational 100% of the time, requiring redundancy so there are no single points of failure.
- Performance measures like response time and throughput relate to a system's scalability and capacity. Distributing load across redundant and partitioned components can help improve scalability and availability.
This document discusses building robust apps with React.js by avoiding tightly coupled components and focusing on proper data flow. It introduces React.js basics like components, JSX, virtual DOM and one-way data flow. It also covers Flux architecture with unidirectional data flow through stores, dispatcher and actions. The conclusion emphasizes that React.js is about understanding data flow in the app to reduce mistakes and increase immutability.
[2016/2017] Introduction to Software ArchitectureIvano Malavolta
This presentation is about a lecture I gave within the "Software systems and services" immigration course at the Gran Sasso Science Institute, L'Aquila (Italy): http://cs.gssi.infn.it/.
http://www.ivanomalavolta.com
Reactive Worksheets is enterprise data management and analysis software developed by FalconSoft Ltd that aims to solve issues with unmanaged, unstructured data sources commonly found in financial services companies. It features a responsive real-time user interface, customizable views, lightweight permissions, and the ability to extend functionality through scripting. The software includes a middleware component for real-time data distribution, caching, and consolidation, as well as a data repository for versioning, auditing, and integration with business intelligence tools. It allows for centralized security, data modeling, and a holistic view of company data.
This document discusses MVVM architecture patterns and common issues related to implementing MVVM. It begins with defining key concepts in MVVM like INotifyPropertyChanged, data binding, value converters, dependency properties, user controls and commands. It then summarizes the roles and responsibilities of the Model, View and ViewModel. Several common issues that arise with MVVM implementations are discussed along with recommended solutions.
DDS Security Version 1.2 was adopted in 2024. This revision strengthens support for long runnings systems adding new cryptographic algorithms, certificate revocation, and hardness against DoS attacks.
Need for Speed: Removing speed bumps from your Symfony projects ⚡️Łukasz Chruściel
No one wants their application to drag like a car stuck in the slow lane! Yet it’s all too common to encounter bumpy, pothole-filled solutions that slow the speed of any application. Symfony apps are not an exception.
In this talk, I will take you for a spin around the performance racetrack. We’ll explore common pitfalls - those hidden potholes on your application that can cause unexpected slowdowns. Learn how to spot these performance bumps early, and more importantly, how to navigate around them to keep your application running at top speed.
We will focus in particular on tuning your engine at the application level, making the right adjustments to ensure that your system responds like a well-oiled, high-performance race car.
Flutter is a popular open source, cross-platform framework developed by Google. In this webinar we'll explore Flutter and its architecture, delve into the Flutter Embedder and Flutter’s Dart language, discover how to leverage Flutter for embedded device development, learn about Automotive Grade Linux (AGL) and its consortium and understand the rationale behind AGL's choice of Flutter for next-gen IVI systems. Don’t miss this opportunity to discover whether Flutter is right for your project.
Graspan: A Big Data System for Big Code AnalysisAftab Hussain
We built a disk-based parallel graph system, Graspan, that uses a novel edge-pair centric computation model to compute dynamic transitive closures on very large program graphs.
We implement context-sensitive pointer/alias and dataflow analyses on Graspan. An evaluation of these analyses on large codebases such as Linux shows that their Graspan implementations scale to millions of lines of code and are much simpler than their original implementations.
These analyses were used to augment the existing checkers; these augmented checkers found 132 new NULL pointer bugs and 1308 unnecessary NULL tests in Linux 4.4.0-rc5, PostgreSQL 8.3.9, and Apache httpd 2.2.18.
- Accepted in ASPLOS ‘17, Xi’an, China.
- Featured in the tutorial, Systemized Program Analyses: A Big Data Perspective on Static Analysis Scalability, ASPLOS ‘17.
- Invited for presentation at SoCal PLS ‘16.
- Invited for poster presentation at PLDI SRC ‘16.
Artificia Intellicence and XPath Extension FunctionsOctavian Nadolu
The purpose of this presentation is to provide an overview of how you can use AI from XSLT, XQuery, Schematron, or XML Refactoring operations, the potential benefits of using AI, and some of the challenges we face.
Do you want Software for your Business? Visit Deuglo
Deuglo has top Software Developers in India. They are experts in software development and help design and create custom Software solutions.
Deuglo follows seven steps methods for delivering their services to their customers. They called it the Software development life cycle process (SDLC).
Requirement — Collecting the Requirements is the first Phase in the SSLC process.
Feasibility Study — after completing the requirement process they move to the design phase.
Design — in this phase, they start designing the software.
Coding — when designing is completed, the developers start coding for the software.
Testing — in this phase when the coding of the software is done the testing team will start testing.
Installation — after completion of testing, the application opens to the live server and launches!
Maintenance — after completing the software development, customers start using the software.
Odoo ERP software
Odoo ERP software, a leading open-source software for Enterprise Resource Planning (ERP) and business management, has recently launched its latest version, Odoo 17 Community Edition. This update introduces a range of new features and enhancements designed to streamline business operations and support growth.
The Odoo Community serves as a cost-free edition within the Odoo suite of ERP systems. Tailored to accommodate the standard needs of business operations, it provides a robust platform suitable for organisations of different sizes and business sectors. Within the Odoo Community Edition, users can access a variety of essential features and services essential for managing day-to-day tasks efficiently.
This blog presents a detailed overview of the features available within the Odoo 17 Community edition, and the differences between Odoo 17 community and enterprise editions, aiming to equip you with the necessary information to make an informed decision about its suitability for your business.
Mobile App Development Company In Noida | Drona InfotechDrona Infotech
Looking for a reliable mobile app development company in Noida? Look no further than Drona Infotech. We specialize in creating customized apps for your business needs.
Visit Us For : https://www.dronainfotech.com/mobile-application-development/
SOCRadar's Aviation Industry Q1 Incident Report is out now!
The aviation industry has always been a prime target for cybercriminals due to its critical infrastructure and high stakes. In the first quarter of 2024, the sector faced an alarming surge in cybersecurity threats, revealing its vulnerabilities and the relentless sophistication of cyber attackers.
SOCRadar’s Aviation Industry, Quarterly Incident Report, provides an in-depth analysis of these threats, detected and examined through our extensive monitoring of hacker forums, Telegram channels, and dark web platforms.
Takashi Kobayashi and Hironori Washizaki, "SWEBOK Guide and Future of SE Education," First International Symposium on the Future of Software Engineering (FUSE), June 3-6, 2024, Okinawa, Japan
Neo4j - Product Vision and Knowledge Graphs - GraphSummit ParisNeo4j
Dr. Jesús Barrasa, Head of Solutions Architecture for EMEA, Neo4j
Découvrez les dernières innovations de Neo4j, et notamment les dernières intégrations cloud et les améliorations produits qui font de Neo4j un choix essentiel pour les développeurs qui créent des applications avec des données interconnectées et de l’IA générative.
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
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Discover the essential features to incorporate in your Winzo clone app to boost business growth, enhance user engagement, and drive revenue. Learn how to create a compelling gaming experience that stands out in the competitive market.
Neo4j - Product Vision and Knowledge Graphs - GraphSummit ParisNeo4j
Dr. Jesús Barrasa, Head of Solutions Architecture for EMEA, Neo4j
Découvrez les dernières innovations de Neo4j, et notamment les dernières intégrations cloud et les améliorations produits qui font de Neo4j un choix essentiel pour les développeurs qui créent des applications avec des données interconnectées et de l’IA générative.
Atelier - Innover avec l’IA Générative et les graphes de connaissancesNeo4j
Atelier - Innover avec l’IA Générative et les graphes de connaissances
Allez au-delà du battage médiatique autour de l’IA et découvrez des techniques pratiques pour utiliser l’IA de manière responsable à travers les données de votre organisation. Explorez comment utiliser les graphes de connaissances pour augmenter la précision, la transparence et la capacité d’explication dans les systèmes d’IA générative. Vous partirez avec une expérience pratique combinant les relations entre les données et les LLM pour apporter du contexte spécifique à votre domaine et améliorer votre raisonnement.
Amenez votre ordinateur portable et nous vous guiderons sur la mise en place de votre propre pile d’IA générative, en vous fournissant des exemples pratiques et codés pour démarrer en quelques minutes.
33. What the Flux?
Unidirectional Data Flow
Conceptual Integrity
“a system must have a powerful metaphor that is uniformly applied throughout a system“ – Alan
Kay
Move Fast With Stable Infrastructure
Reliability
37. Actions
Can be anything that changes the state of your data
User generated events
Server events
Real time updates
Error Handling
38. Dispatcher
Key to unidirectional data flow
Central Hub/Callback Registry
Manages dependencies between Stores
waitFor(ids)
Keeps State in Stores, closer to the logic that updates
that State
47. How do we convince people that in programming simplicity and clarity —in short:
what mathematicians call "elegance"— are not a dispensable luxury, but a crucial
matter that decides between success and failure?
Edsger Dijkstra
Editor's Notes
The point of this talk is ultimately to explain the Flux architectural pattern
But, in my research, I dig quite a bit of digging and felt it necessary to provide some history, or software archaeology if you will, on MVC.
It should provide a solid base before diving into the Flux pattern.
I’m a SE at f[23]
Graduate of FSU and UNF with degrees in Music and Computing
I love fishing, guitar, and potent potables.
MVC was initially created by TREEG-VUH RHEINS-COW Trygve Reenskaug in 1970s, at Xerox PARC, while he was working with Alan Kay on the Dynabook
The Dynabook (or KiddiComp) was first envision by Kay in 1968 as an educational computer for kids. Tablet/slate
Originally Model-View-Controller-Editor
Editor was a temporary component that the View created to interface with keyboard and input devices
Originally Smalltalk-76, but first real appearance was Smalltalk-80
The first significant paper published on MVC was "A Cookbook for Using the Model-View-Controller User Interface Paradigm in Smalltalk -80", by Glenn Krasner and Stephen Pope, published in the August/September 1988 issue of the JournalOfObjectOrientedProgramming (JOOP).
MVC was initially created by Trygve Reenskaug TREEG-VUH RHEINS-COW in 1970s, obviously at Xerox PARC, while he was working with Alan Kay on the Dynabook
The Dynabook (or KiddiComp) was first envisioned by Kay in 1968 as an educational computer for kids. Tablet/slate
Originally Model-View-Controller-Editor
Editor was a temporary component that the View created to interface with keyboard and input devices
A few previous versions, but first real appearance was Smalltalk-80
The first significant paper published on MVC was "A Cookbook for Using the Model-View-Controller User Interface Paradigm in Smalltalk -80", by Glenn Krasner and Stephen Pope, published in the August/September 1988 issue of the JournalOfObjectOrientedProgramming (JOOP).
Current interpretations and implementations of MVC differ from the original intent
Back in the 70’s, GUIs weren’t as common, and a concept known as Separated Presentation began to be used to differentiate between domain objects and
Presentation objects
Smalltalk-80’s implementation of MVC took it a step further and had an objective of separating out the application logic from the UI
The idea was pushing for reuse of the domain models to further reuse in other UIs in the application.
In Smalltalk-80’s implementation:
A model represented domain specific data and was ignorant of the user-interface. When a model changed, it would inform its observers.
A View represented the current state of a Model. The Observer pattern was used for letting the View know whenever the Model was updated or modified.
Presentation was taken care of by the View, but there wasn’t just a single View and Controller, a View-Controller pair was required for each section or element being displayed on the screen.
The Controller’s role in this pair was handling user interaction (key presses and actions), making decisions for the View.
So here are two different versions of Smalltalk
In both, and in practically all MVC implementations, the model does not depend on the view or the controller
Observer pattern was used to update views when models changed
For SECOND slide
Smalltalk-80 MVC did not make a view/controller separation
Notice that the user interactions start in the View or the Controller-View pair
So, this is an evolution away from the MVCE pattern and the two previous Smalltalk implementations, where the controller is separated as well as accepting and responding to user interactions
Messages can be passed from the Controller or the View into the Model to update it’s application state
Changes are then signaled back to either the Controller or the View
The View can update itself based on some changes in the model, or by way of a Controller message
It's a lot different from the original Smalltalk MVC pattern since Rails operates in a very different environment than a typical Smalltalk application
Again, the model does not depend on the view or the controller
There isn't a direct dependency between the view and the model. The controller collects all the needed data from the model and passes it to the view
Given that Rails operates in a client-server environment the view does not update automatically when the model changes
Most of today's MVC web-frameworks use a pattern very similar to the one Rails uses
Cocoa's MVC puts a lot importance on the controller and this makes it a lot different than the original Smalltalk MVC.
A Cocoa controller acts as a mediator between the view and the model [this is commonly known from the Mediator pattern]:
The reason to use the mediator pattern is probably because the data flow is cleaner than the traditional MVC found in Smalltalk
Familiar Concepts and Patterns:
Easy to learn (most of the time)
Many developers are familiar with some implementation of MVC on the server. ASP.NET MVC, RoR, Spring
Allows for fast prototyping, garnering client feedback, A/B Testing, etc.
Uniformity for developers across the team
And most of the time, when things break, you’ll know where to look
Typically obfuscates some of the less attractive and unreliable parts of JavaScript. This is good and bad.
Rapid development cycles
Testable
Better debugging (sometimes)
Modularity/Reusability and Maintainability
Helpers for security, templating, routing, data-binding etc.
Shorter learning curve (sometimes)
Real time/native feel
Asynchrony
Flashy Controls and Components
So, who do we turn to?
Complex Models:
KVO and 2-way DB can trigger cascading updates, which in turn triggers re-rendering, repainting, and reflowing of related DOM elements.
Deeper object graphs can quickly turn a few observables or bindings into thousands
It’s difficult to debug or trace these types of data-bindings
Explicitly and declaratively registering for changes makes things much simpler than binding a property of your model to your view, then trying to wrap some logic around it.
Data-Binding Solutions:
Data binding solutions are constraining. It should be an opt in.
Non-trivial abstractions (leaky)
They should at least be minimally leaky and provide the developer an escape hatch
Remember that in practically all implementations we’ve seen, there’s never a direct dependency between the Model and the View
Framework Constraints:
If the Framework doesn’t support it, you’re on your own
Whenever you encounter things that the creators of the framework didn’t anticipate, sad face.
Choosing one framework may cause problems in using third party libraries or other solutions. Sad face.
Initially, I referenced this in my React talk, but there’s a different side to it from an MVC/FLUX Point of View
Templating Engines are crippled by default.
You are at the mercy of the templating engine and whatever its API offers you
If we look back at traditional MVC, it’s the Views job to handle Presentation Logic.
Pushing this logic into a templating engine isn’t separating a concern, it’s separating a technology, but for what? Looser coupling?
Higher cohesion is favorable here. If you accept that, you gain the full power of JavaScript to determine your Presentation Logic versus the constrained
Set of functionality provided by your templating engine.
Unidirectional Data Flow
All of your data flows in one direction, similar to function-reactive programming
There are no two-way data bindings
Conceptual Integrity
Simplicity and digestible concepts are key to Flux
Simplicity allows for better diagnosing of bugs, quicker ramp up time for new developers, and rapid refactoring of large portions of functionality
Move Fast
Zuckerberg quote
Predictability, reliability
Again, being predictable not only makes it easier to debug, but it makes the entire application and application lifecycle easier to think about, allowing the developer to focus on the domain and issues at hand.
Reliability
Lack of leaky abstractions, data binding solutions, and implicit code leads to more reliable code.
Declarative, explicit, pure functions lead to more readable , comprehendible, and reliable code.
Maintain UI state
Controller-Views sit at the top of a hierarchy and listen for changes that child components may be interested in.
Typically, they’ll pass the entire state of the specific domain along to its children, keeping them all in sync.
Maintain app state allows different parts of the app to remain highly decoupled.
When dependencies do occur, they’re managed hierarchically and synchronously through the dispatcher
Stores manage app state for a specific domain within the application
Typically manage many objects
Actions are really discrete, semantic, helper functions that ease passing data to the dispatcher
Callback/Registry
Stores register themselves and provide a callback for the Dispatcher to send payloads to
This is the single entry point into each store for all mutations to take place
All of your getters can be publicly exposed in your stores so that your React Components can interrogate current state.
Dependencies
waitFor accepts Store tokens so that you can explicitly tell the dispatcher which stores you want to update first
You can create cycles