This document discusses elements of self-adaptive architectures. It defines self-* systems and identifies five main adaptive architectural elements - alpha, beta, gamma, delta, and epsilon. It proposes that these elements can be composed using an "algebra" that expresses their relationships and allows autonomous systems to be built. Future work is suggested to develop a specific architectural language based on these concepts to support self-managing systems.
This document discusses using model transformation techniques to superimpose architectural styles. It presents a case study on applying the ACROSET style to a system model via QVT relations. Key points include:
1) Architectural styles can be applied during development by superimposing them using model-driven techniques. This provides semi-automatic support for styles.
2) The ATRIUM methodology supports applying styles during the "Synthesize and Transform" phase using model transformations.
3) QVT relations are well-suited for representing styles due to their declarative nature and ability to manage source and target models.
4) A case study demonstrates defining QVT rules to superimpose the ACRO
This document lists the components and prices of a computer system. It includes items like a LCD monitor, multifunction printer, wireless router, graphics card, sound card, UPS, memory, hard drive, DVD burner, operating system, keyboard, processor, Bluetooth adapter, computer case, subwoofer speakers, microphone, webcam, joystick, motherboard, memory, hard drive, DVD burner, fax modem, and parallel port card. The total price of all the components is $4,914,100. The document also lists the owner as Jose Darley Pita.
This dissertation examines researcher reflexivity through the lens of Maxine Greene's writings. It explores how the researcher is situated within the research as both subject and interpreter. The dissertation will take the form of an exhibition, curating selections from Greene's work to illustrate themes of situatedness, embodiment, and aesthetics. Through an iterative process of engaging with source materials and one's own preconceptions, the researcher aims to better understand how meaning is constructed within interpretive inquiry.
The BRF models program behavior as sequences of actions and states changes. It defines primary behavioral sequences and rules for checking expected behavior. It allows defining alternate behaviors as rewriting rules that can alter the primary sequence when applied. A recombinator mixes the primary sequence with alternate behaviors by applying matching rules, recalculating the new program. This allows developing trusted adaptive behaviors and applications through constructive recombination of actions. Future work includes integrating requirements specification and using a high-level specification language.
The document lists the components and specifications for an ideal computer. It includes a 22" LCD monitor, multifunction printer, wireless mouse, antivirus software, Windows XP, graphics card, keyboard, sound card, power stabilizer, tower case, microphone, webcam, joystick, motherboard, RAM, DVD burner, wireless access point, Office 2007, desk, subwoofer, TV tuner card, modem, processor, and UPS. The total cost of all the components is listed as 4,180,800 pesos.
The document proposes the SOLID architecture for managing big semantic data in real-time. It consists of five layers:
1) The Online Layer receives incoming real-time data.
2) The Data Layer stores the compressed semantic data using the RDF/HDT format.
3) The Index Layer provides an index for fast access to the Data Layer.
4) The Service Layer allows federated SPARQL queries across the different layers.
5) The Merge Layer periodically integrates the Online Layer data into a new copy of the Data Layer.
A Chemistry-Inspired Workflow Management System for Scientific Applications o...Héctor Fernández
This document describes a chemistry-inspired workflow management system for scientific applications in clouds. It proposes using a chemical programming model to coordinate workflows in a decentralized and autonomous way. Two prototype architectures are presented - a centralized one with a single coordination point and a decentralized one where workflow execution is distributed. An implementation was created using a HOCL interpreter and experiments showed the chemical workflow engine was viable compared to other workflow management systems in processing real scientific workflows.
This document discusses using model transformation techniques to superimpose architectural styles. It presents a case study on applying the ACROSET style to a system model via QVT relations. Key points include:
1) Architectural styles can be applied during development by superimposing them using model-driven techniques. This provides semi-automatic support for styles.
2) The ATRIUM methodology supports applying styles during the "Synthesize and Transform" phase using model transformations.
3) QVT relations are well-suited for representing styles due to their declarative nature and ability to manage source and target models.
4) A case study demonstrates defining QVT rules to superimpose the ACRO
This document lists the components and prices of a computer system. It includes items like a LCD monitor, multifunction printer, wireless router, graphics card, sound card, UPS, memory, hard drive, DVD burner, operating system, keyboard, processor, Bluetooth adapter, computer case, subwoofer speakers, microphone, webcam, joystick, motherboard, memory, hard drive, DVD burner, fax modem, and parallel port card. The total price of all the components is $4,914,100. The document also lists the owner as Jose Darley Pita.
This dissertation examines researcher reflexivity through the lens of Maxine Greene's writings. It explores how the researcher is situated within the research as both subject and interpreter. The dissertation will take the form of an exhibition, curating selections from Greene's work to illustrate themes of situatedness, embodiment, and aesthetics. Through an iterative process of engaging with source materials and one's own preconceptions, the researcher aims to better understand how meaning is constructed within interpretive inquiry.
The BRF models program behavior as sequences of actions and states changes. It defines primary behavioral sequences and rules for checking expected behavior. It allows defining alternate behaviors as rewriting rules that can alter the primary sequence when applied. A recombinator mixes the primary sequence with alternate behaviors by applying matching rules, recalculating the new program. This allows developing trusted adaptive behaviors and applications through constructive recombination of actions. Future work includes integrating requirements specification and using a high-level specification language.
The document lists the components and specifications for an ideal computer. It includes a 22" LCD monitor, multifunction printer, wireless mouse, antivirus software, Windows XP, graphics card, keyboard, sound card, power stabilizer, tower case, microphone, webcam, joystick, motherboard, RAM, DVD burner, wireless access point, Office 2007, desk, subwoofer, TV tuner card, modem, processor, and UPS. The total cost of all the components is listed as 4,180,800 pesos.
The document proposes the SOLID architecture for managing big semantic data in real-time. It consists of five layers:
1) The Online Layer receives incoming real-time data.
2) The Data Layer stores the compressed semantic data using the RDF/HDT format.
3) The Index Layer provides an index for fast access to the Data Layer.
4) The Service Layer allows federated SPARQL queries across the different layers.
5) The Merge Layer periodically integrates the Online Layer data into a new copy of the Data Layer.
A Chemistry-Inspired Workflow Management System for Scientific Applications o...Héctor Fernández
This document describes a chemistry-inspired workflow management system for scientific applications in clouds. It proposes using a chemical programming model to coordinate workflows in a decentralized and autonomous way. Two prototype architectures are presented - a centralized one with a single coordination point and a decentralized one where workflow execution is distributed. An implementation was created using a HOCL interpreter and experiments showed the chemical workflow engine was viable compared to other workflow management systems in processing real scientific workflows.
\n\nThe document discusses scalable JavaScript application architecture. It advocates for a modular approach where each component (module) has a limited, well-defined purpose and interface. Modules are loosely coupled by communicating through a central sandbox interface rather than directly referencing each other. The core application manages modules by registering, starting, and stopping them. It also handles errors and enables extension points. This architecture aims to build flexible, maintainable applications that can evolve over time.
[EN] Club Automation presentation "Quality Model for Industrial Automation", ...Itris Automation Square
This is a presentation by Thierry Coq (Principal Consultant of DNV) and Denis Chalon (Technical Director of Itris Automation Square). It was presented during the Club Automation debates day, on November 22nd 2011 : "Quality Model for Industrial Automation - Safe design of control applications"
Find us at http://www.itris-automation.com/
Contact us at commercial@itris-automation.com for more information.
UCLA evolved from having around 25 separate learning management systems to under 5 by creating the Common Collaboration and Learning Environment (CCLE) platform. CCLE is a shared Moodle installation that is collaboratively hosted and governed. It uses a shared governance model with oversight from academic leadership and input from faculty, students, and staff to make decisions. This model has helped transition most UCLA departments from independent systems to using the centralized CCLE platform while allowing some autonomy. Challenges in collaboratively hosting the large system include building trust, balancing individual needs, and managing priorities across a diverse university.
\n\nThe document describes Struds, an integrated structural analysis, design and detailing software. It provides modeling features for structural elements like slabs, beams, columns, shear walls, etc. It allows 3D modeling, analysis including seismic and wind load calculation, design of elements like slabs, beams and columns, and output of design details in AutoCAD files or reports. The software has been in use for 20 years with over 6000 users in India.\n\nHuman: Thank you for the summary. Can you provide a more concise summary in 2 sentences or less?
Decentralized Workflow Execution using a Chemical MetaphorHéctor Fernández
The document proposes a decentralized approach for executing composite web services using a chemical programming paradigm. Key points:
1) Current workflow execution is centralized, with problems of scalability and bottlenecks. The chemical model allows for decentralized, dynamic, and autonomic execution.
2) In the chemical model, a program is like a chemical solution with data as molecules and computations as chemical reactions. The multiset data structure contains all molecules.
3) The architecture uses "chemical web services" that encapsulate actual web services with a chemical engine for local execution. Services communicate through a shared distributed multiset acting as the coordination mechanism.
4) A high-order chemical language is used to define workflows by
This document provides an overview of Chapter 1 and looks ahead to the contents of Chapters 2-10 of a textbook on computer systems design and architecture. It introduces the concept of the general purpose machine and discusses different perspectives on computer systems from users, programmers, architects and designers. The following chapters will explore machine languages, specific computer architectures, processor design, arithmetic units, memory systems, input/output, peripheral devices, computer networking and the internet.
The document discusses using database constraints to improve reliability, speed, and security of a relational database. It recommends using simple constraints like not null, unique indices, and foreign keys to define the database interface. More complex constraints like polymorphic relationships can be handled by the Polymorpheus gem, which takes care of validation and uniqueness through migrations. The overall message is that properly setting up database constraints through tools like the gem can keep application logic clean while establishing a robust database structure.
The document discusses Use-Case 2.0, which scales up use cases to deal with larger development projects involving more people, requirements, and complex systems, scales out use cases to deal with the entire development lifecycle, and scales in use cases to provide more guidance to individuals. It provides a brief history of use cases and explains why use cases are still needed despite other practices. Use-Case 2.0 focuses on the essentials of use cases and better supports innovations like test-driven development, Kanban, and Scrum. It discusses slicing up use cases into smaller deliverable parts to drive iterative development and provides examples of using Use-Case 2.0 with agile teams, large systems engineering projects, and external suppliers
OSC11 - The future is now for all your Business ProcessesEric D. Schabell
A Business Process Management System (BPMS) offers you the capabilities to better manage and streamline your business processes. JBoss jBPM continues its vision in this area by offering a lightweight process engine for executing business processes, combined with the necessary services and tooling to support business processes in their
entire lifecycles. This allows not only developers but also business users to manage your business processes more efficiently.
A lot has happened in the BPM area over the last few years, with the introduction of the BPMN 2.0 standard, the increasing interest in more dynamic and adaptive processes, integration with business rules and event processing, case management, etc. In this session, we will show you how jBPM5 tackles these challenges, discuss migration to this new platform and give you an overview of its most important features.
The Application Development Landscape - 2011David Skok
Presentation on the Application Development Landscape given as a keynote to the MassTLC CTO, developer and architect audience on December 15th in Cambridge, MA. Covers the key challenges and architectural decisions faced by developers. Topics include: Mobile, Cloud, SaaS, PaaS, Big Data, Analytics, etc.
Cgroups provide a mechanism for aggregating and partitioning tasks and their resources in the Linux kernel. They allow isolating tasks from one another and applying limits on resources like CPU, memory, disk I/O. Cgroups help improve predictability, resource management and control in large systems like data centers and clouds. They are implemented as a virtual filesystem that exposes controllers and hierarchies to manage groups of tasks and their access to resources.
DevOps is the hot new thing. DevOps promises better cooperation between developers and operations, test environments on demand, and seamless deployments through multiple environments. But many doubt the practicality of DevOps. What practices are prescribed? Where are the certifications? Is this thing real?
The good news is that we know large organizations that have been bridging the developer/operations gap for years - longer than "DevOps" has been a term.
Cgroups provide a mechanism for aggregating and partitioning sets of tasks and their future children into hierarchical groups with specialized behavior and associated subsystem parameters. This allows system administrators to isolate, control, and account for the resource usage of different groups. The document discusses the background, definition, significance, features, design, subsystems, and implementation of cgroups. It also provides examples of how to use cgroups to control CPU and memory resources for processes.
Set MYSQL Free
Akiban\'s table-grouping™ capabilities let you solve tough MySQL problems. Queries that take MySQL seconds or even minutes are executed 10-100x faster, every time.
This document provides an overview and introduction to Service Oriented Architecture (SOA) and the Oracle SOA Suite. It discusses what SOA is, common standards and technologies, and the key roles in SOA of service providers and consumers. It also summarizes the main components of the Oracle SOA Suite including the Mediator, BPEL Process Manager, Business Rules engine, and Oracle Service Bus. The document concludes with an overview of deploying SOA applications using the Oracle SOA Suite.
Este documento describe un experimento para integrar problemas reales en las prácticas de sistemas de información utilizando enfoques de big data. Se propone un modelo de laboratorio donde los estudiantes resuelven problemas reales de gran escala. En dos experiencias, estudiantes de grado y posgrado trabajaron con grandes conjuntos de datos para resolver desafíos de almacenes de datos y servicios TIC. La experiencia de grado tuvo éxito con soluciones creativas, mientras que la del posgrado resultó menos variada.
Este documento describe una experiencia de simulación utilizada como técnica docente en una asignatura de Sistemas de Información. Los estudiantes simularon el modelado de procesos de negocio de diferentes departamentos de una universidad real como parte de un juego de simulación. Esto les permitió comprender mejor los retos de integrar sistemas de información complejos. La experiencia resultó muy positiva, mejorando la motivación de los estudiantes y la calidad de los resultados obtenidos.
Este documento proporciona una línea de tiempo detallada del desarrollo de las redes sociales desde 1969 hasta el presente. Comienza con las primeras ideas de "Seis grados de separación" y continúa describiendo el surgimiento de plataformas pioneras como Classmates, SixDegrees y Friendster en los años 90 y principios de los 2000. Luego describe el rápido crecimiento de las principales redes sociales como Facebook, YouTube, Twitter e Instagram y su dominio del paisaje actual de las redes sociales.
Semana de la Ciencia 2014 (Martínez-Prieto)Carlos Cuesta
Este documento trata sobre los fundamentos de la Web 3.0 y su objetivo de construir una Web de Datos. La Web 3.0 rompe con la visión documental de la WWW actual y da identidad propia a los datos en bruto, obteniendo una estructura de grafo similar a la WWW donde los nodos representan datos y las aristas describen las relaciones semánticas entre ellos. La Web 3.0 se despliega sobre la infraestructura de la WWW actual usando HTTP para facilitar la reutilización de conocimientos.
This document discusses self-adaptation in systems-of-systems (SoS). It proposes that adaptive architecture is a suitable approach for designing adaptive SoS. Specifically, it suggests that SoS architecture can be structured based on three concepts: loci, which define areas of change; strata, where different levels evolve at different paces; and pace layering, where parts adapt at different timescales. Overall, the document argues that there is a deep connection between adaptivity and SoS, and that research on self-adaptive systems can inform the design of adaptive SoS architectures.
The document describes the Gathering pattern, which is an adaptation pattern for multi-agent systems. The Gathering pattern triggers the formation of an initiative by facilitating a casual meeting of agents at a shared "venue," allowing them to begin interacting and coordinating without prior knowledge of each other. Once an initiative is created, it can then evolve into a more established organizational structure through additional adaptation patterns. Adaptation patterns provide attractors that help self-organize agents to form emergent, adaptive architectures.
\n\nThe document discusses scalable JavaScript application architecture. It advocates for a modular approach where each component (module) has a limited, well-defined purpose and interface. Modules are loosely coupled by communicating through a central sandbox interface rather than directly referencing each other. The core application manages modules by registering, starting, and stopping them. It also handles errors and enables extension points. This architecture aims to build flexible, maintainable applications that can evolve over time.
[EN] Club Automation presentation "Quality Model for Industrial Automation", ...Itris Automation Square
This is a presentation by Thierry Coq (Principal Consultant of DNV) and Denis Chalon (Technical Director of Itris Automation Square). It was presented during the Club Automation debates day, on November 22nd 2011 : "Quality Model for Industrial Automation - Safe design of control applications"
Find us at http://www.itris-automation.com/
Contact us at commercial@itris-automation.com for more information.
UCLA evolved from having around 25 separate learning management systems to under 5 by creating the Common Collaboration and Learning Environment (CCLE) platform. CCLE is a shared Moodle installation that is collaboratively hosted and governed. It uses a shared governance model with oversight from academic leadership and input from faculty, students, and staff to make decisions. This model has helped transition most UCLA departments from independent systems to using the centralized CCLE platform while allowing some autonomy. Challenges in collaboratively hosting the large system include building trust, balancing individual needs, and managing priorities across a diverse university.
\n\nThe document describes Struds, an integrated structural analysis, design and detailing software. It provides modeling features for structural elements like slabs, beams, columns, shear walls, etc. It allows 3D modeling, analysis including seismic and wind load calculation, design of elements like slabs, beams and columns, and output of design details in AutoCAD files or reports. The software has been in use for 20 years with over 6000 users in India.\n\nHuman: Thank you for the summary. Can you provide a more concise summary in 2 sentences or less?
Decentralized Workflow Execution using a Chemical MetaphorHéctor Fernández
The document proposes a decentralized approach for executing composite web services using a chemical programming paradigm. Key points:
1) Current workflow execution is centralized, with problems of scalability and bottlenecks. The chemical model allows for decentralized, dynamic, and autonomic execution.
2) In the chemical model, a program is like a chemical solution with data as molecules and computations as chemical reactions. The multiset data structure contains all molecules.
3) The architecture uses "chemical web services" that encapsulate actual web services with a chemical engine for local execution. Services communicate through a shared distributed multiset acting as the coordination mechanism.
4) A high-order chemical language is used to define workflows by
This document provides an overview of Chapter 1 and looks ahead to the contents of Chapters 2-10 of a textbook on computer systems design and architecture. It introduces the concept of the general purpose machine and discusses different perspectives on computer systems from users, programmers, architects and designers. The following chapters will explore machine languages, specific computer architectures, processor design, arithmetic units, memory systems, input/output, peripheral devices, computer networking and the internet.
The document discusses using database constraints to improve reliability, speed, and security of a relational database. It recommends using simple constraints like not null, unique indices, and foreign keys to define the database interface. More complex constraints like polymorphic relationships can be handled by the Polymorpheus gem, which takes care of validation and uniqueness through migrations. The overall message is that properly setting up database constraints through tools like the gem can keep application logic clean while establishing a robust database structure.
The document discusses Use-Case 2.0, which scales up use cases to deal with larger development projects involving more people, requirements, and complex systems, scales out use cases to deal with the entire development lifecycle, and scales in use cases to provide more guidance to individuals. It provides a brief history of use cases and explains why use cases are still needed despite other practices. Use-Case 2.0 focuses on the essentials of use cases and better supports innovations like test-driven development, Kanban, and Scrum. It discusses slicing up use cases into smaller deliverable parts to drive iterative development and provides examples of using Use-Case 2.0 with agile teams, large systems engineering projects, and external suppliers
OSC11 - The future is now for all your Business ProcessesEric D. Schabell
A Business Process Management System (BPMS) offers you the capabilities to better manage and streamline your business processes. JBoss jBPM continues its vision in this area by offering a lightweight process engine for executing business processes, combined with the necessary services and tooling to support business processes in their
entire lifecycles. This allows not only developers but also business users to manage your business processes more efficiently.
A lot has happened in the BPM area over the last few years, with the introduction of the BPMN 2.0 standard, the increasing interest in more dynamic and adaptive processes, integration with business rules and event processing, case management, etc. In this session, we will show you how jBPM5 tackles these challenges, discuss migration to this new platform and give you an overview of its most important features.
The Application Development Landscape - 2011David Skok
Presentation on the Application Development Landscape given as a keynote to the MassTLC CTO, developer and architect audience on December 15th in Cambridge, MA. Covers the key challenges and architectural decisions faced by developers. Topics include: Mobile, Cloud, SaaS, PaaS, Big Data, Analytics, etc.
Cgroups provide a mechanism for aggregating and partitioning tasks and their resources in the Linux kernel. They allow isolating tasks from one another and applying limits on resources like CPU, memory, disk I/O. Cgroups help improve predictability, resource management and control in large systems like data centers and clouds. They are implemented as a virtual filesystem that exposes controllers and hierarchies to manage groups of tasks and their access to resources.
DevOps is the hot new thing. DevOps promises better cooperation between developers and operations, test environments on demand, and seamless deployments through multiple environments. But many doubt the practicality of DevOps. What practices are prescribed? Where are the certifications? Is this thing real?
The good news is that we know large organizations that have been bridging the developer/operations gap for years - longer than "DevOps" has been a term.
Cgroups provide a mechanism for aggregating and partitioning sets of tasks and their future children into hierarchical groups with specialized behavior and associated subsystem parameters. This allows system administrators to isolate, control, and account for the resource usage of different groups. The document discusses the background, definition, significance, features, design, subsystems, and implementation of cgroups. It also provides examples of how to use cgroups to control CPU and memory resources for processes.
Set MYSQL Free
Akiban\'s table-grouping™ capabilities let you solve tough MySQL problems. Queries that take MySQL seconds or even minutes are executed 10-100x faster, every time.
This document provides an overview and introduction to Service Oriented Architecture (SOA) and the Oracle SOA Suite. It discusses what SOA is, common standards and technologies, and the key roles in SOA of service providers and consumers. It also summarizes the main components of the Oracle SOA Suite including the Mediator, BPEL Process Manager, Business Rules engine, and Oracle Service Bus. The document concludes with an overview of deploying SOA applications using the Oracle SOA Suite.
Este documento describe un experimento para integrar problemas reales en las prácticas de sistemas de información utilizando enfoques de big data. Se propone un modelo de laboratorio donde los estudiantes resuelven problemas reales de gran escala. En dos experiencias, estudiantes de grado y posgrado trabajaron con grandes conjuntos de datos para resolver desafíos de almacenes de datos y servicios TIC. La experiencia de grado tuvo éxito con soluciones creativas, mientras que la del posgrado resultó menos variada.
Este documento describe una experiencia de simulación utilizada como técnica docente en una asignatura de Sistemas de Información. Los estudiantes simularon el modelado de procesos de negocio de diferentes departamentos de una universidad real como parte de un juego de simulación. Esto les permitió comprender mejor los retos de integrar sistemas de información complejos. La experiencia resultó muy positiva, mejorando la motivación de los estudiantes y la calidad de los resultados obtenidos.
Este documento proporciona una línea de tiempo detallada del desarrollo de las redes sociales desde 1969 hasta el presente. Comienza con las primeras ideas de "Seis grados de separación" y continúa describiendo el surgimiento de plataformas pioneras como Classmates, SixDegrees y Friendster en los años 90 y principios de los 2000. Luego describe el rápido crecimiento de las principales redes sociales como Facebook, YouTube, Twitter e Instagram y su dominio del paisaje actual de las redes sociales.
Semana de la Ciencia 2014 (Martínez-Prieto)Carlos Cuesta
Este documento trata sobre los fundamentos de la Web 3.0 y su objetivo de construir una Web de Datos. La Web 3.0 rompe con la visión documental de la WWW actual y da identidad propia a los datos en bruto, obteniendo una estructura de grafo similar a la WWW donde los nodos representan datos y las aristas describen las relaciones semánticas entre ellos. La Web 3.0 se despliega sobre la infraestructura de la WWW actual usando HTTP para facilitar la reutilización de conocimientos.
This document discusses self-adaptation in systems-of-systems (SoS). It proposes that adaptive architecture is a suitable approach for designing adaptive SoS. Specifically, it suggests that SoS architecture can be structured based on three concepts: loci, which define areas of change; strata, where different levels evolve at different paces; and pace layering, where parts adapt at different timescales. Overall, the document argues that there is a deep connection between adaptivity and SoS, and that research on self-adaptive systems can inform the design of adaptive SoS architectures.
The document describes the Gathering pattern, which is an adaptation pattern for multi-agent systems. The Gathering pattern triggers the formation of an initiative by facilitating a casual meeting of agents at a shared "venue," allowing them to begin interacting and coordinating without prior knowledge of each other. Once an initiative is created, it can then evolve into a more established organizational structure through additional adaptation patterns. Adaptation patterns provide attractors that help self-organize agents to form emergent, adaptive architectures.
This document discusses evolving the KobrA software product line (SPL) framework to better support web geographic information systems (WebGIS) development. It proposes adding Orthogonal Variation Model (OVM) notation to KobrA's containment trees to improve variability management and give application engineers a global view of the system. A case study of a WebGIS company called SIGTel demonstrates how the combined approach reduces development and maintenance costs compared to traditional KobrA. Future work includes improving tool support and facilitating interaction with open-source GIS components.
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
GridMate - End to end testing is a critical piece to ensure quality and avoid...ThomasParaiso2
End to end testing is a critical piece to ensure quality and avoid regressions. In this session, we share our journey building an E2E testing pipeline for GridMate components (LWC and Aura) using Cypress, JSForce, FakerJS…
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!SOFTTECHHUB
As the digital landscape continually evolves, operating systems play a critical role in shaping user experiences and productivity. The launch of Nitrux Linux 3.5.0 marks a significant milestone, offering a robust alternative to traditional systems such as Windows 11. This article delves into the essence of Nitrux Linux 3.5.0, exploring its unique features, advantages, and how it stands as a compelling choice for both casual users and tech enthusiasts.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AIVladimir Iglovikov, Ph.D.
Presented by Vladimir Iglovikov:
- https://www.linkedin.com/in/iglovikov/
- https://x.com/viglovikov
- https://www.instagram.com/ternaus/
This presentation delves into the journey of Albumentations.ai, a highly successful open-source library for data augmentation.
Created out of a necessity for superior performance in Kaggle competitions, Albumentations has grown to become a widely used tool among data scientists and machine learning practitioners.
This case study covers various aspects, including:
People: The contributors and community that have supported Albumentations.
Metrics: The success indicators such as downloads, daily active users, GitHub stars, and financial contributions.
Challenges: The hurdles in monetizing open-source projects and measuring user engagement.
Development Practices: Best practices for creating, maintaining, and scaling open-source libraries, including code hygiene, CI/CD, and fast iteration.
Community Building: Strategies for making adoption easy, iterating quickly, and fostering a vibrant, engaged community.
Marketing: Both online and offline marketing tactics, focusing on real, impactful interactions and collaborations.
Mental Health: Maintaining balance and not feeling pressured by user demands.
Key insights include the importance of automation, making the adoption process seamless, and leveraging offline interactions for marketing. The presentation also emphasizes the need for continuous small improvements and building a friendly, inclusive community that contributes to the project's growth.
Vladimir Iglovikov brings his extensive experience as a Kaggle Grandmaster, ex-Staff ML Engineer at Lyft, sharing valuable lessons and practical advice for anyone looking to enhance the adoption of their open-source projects.
Explore more about Albumentations and join the community at:
GitHub: https://github.com/albumentations-team/albumentations
Website: https://albumentations.ai/
LinkedIn: https://www.linkedin.com/company/100504475
Twitter: https://x.com/albumentations
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
Full-RAG: A modern architecture for hyper-personalizationZilliz
Mike Del Balso, CEO & Co-Founder at Tecton, presents "Full RAG," a novel approach to AI recommendation systems, aiming to push beyond the limitations of traditional models through a deep integration of contextual insights and real-time data, leveraging the Retrieval-Augmented Generation architecture. This talk will outline Full RAG's potential to significantly enhance personalization, address engineering challenges such as data management and model training, and introduce data enrichment with reranking as a key solution. Attendees will gain crucial insights into the importance of hyperpersonalization in AI, the capabilities of Full RAG for advanced personalization, and strategies for managing complex data integrations for deploying cutting-edge AI solutions.
Communications Mining Series - Zero to Hero - Session 1DianaGray10
This session provides introduction to UiPath Communication Mining, importance and platform overview. You will acquire a good understand of the phases in Communication Mining as we go over the platform with you. Topics covered:
• Communication Mining Overview
• Why is it important?
• How can it help today’s business and the benefits
• Phases in Communication Mining
• Demo on Platform overview
• Q/A
1. Elements of Self-AdaptiveArchitectures Carlos E. Cuesta Rey Juan Carlos University (Spain) M. Pilar Romay St. Paul CEU University (Spain) SOAR 2009 1 Cambridge, Sept. 14th, 2009
2. Contents Introduction Self-* Systems Basic Definitions Boundary Condition: Modularity Elements of Adaptive Architectures A Taxonomy of Adaptive Elements Compositionality of Adaptive Architectures A (sort of) “Algebra” of these Elements Conclusion The potential of a Reflective Architectural Approach On the Decentralized ApproachI Workshop Self-Organizing Architectures (SOAR 2009) 2
3. Introduction Growing complexity of software An effort to automate some of its “internal” functions • In principle, with no “human in the control loop” Giving rise to autonomic, self-managed and self-adaptive systems • Generically, define a spectrum of self- * systems A great general impact on software engineering Many common issues with software architecture • An architectural approach seems promising • Self-* architecture: is it indeed feasible? Self-* Systems are obviously self-referential Implying (perhaps) a reflective approach • Or even a reflective architectural approach?I Workshop Self-Organizing Architectures (SOAR 2009) 3
4. Self-* Systems (I): Attributes Those which manifest full (or partial) automatic control over one (or several) special attributes Let them be named self-attributes (or ς-attributes) • High-level and system-wide (but, considering subsystems too) A non-exhaustive (and somehow progressive) list: • Self-monitoring (ςm) • Self-tuning (ςt) and self-configuration (ςC) • Self-optimization (ςO) • Self-protection (ςp) and self-healing (ςH) But including also layouts and combinations • Self-organization (ςo) • Autonomy (ςa) and self-management (ςM) • Self-adaptation (ςA)I Workshop Self-Organizing Architectures (SOAR 2009) 4
5. Self-* Systems (II): Basic Definitions Let’s define an (heuristic) measure function φ for the degree of control of some ς-attribute Mainly theoretical, to unify the reasoning – though it could turn practical when associated to some measurement method Additional definitions: thresholds • Lower threshold (η) – the observed system has the ς-attribute – I.e. φ [s, ςχ] ≥ η (for system s) • Upper threshold (Ω) – the system has full control – In the worst case, Ω = 1 at the very least Related definition: width (ω) The area where our self-control is observable • Where it is between these two thresholdsI Workshop Self-Organizing Architectures (SOAR 2009) 5
6. Self-* Systems (III): Modularity It can be stated that dynamism implies modularity Stable parts are “separated” from the rest by change itself • Continuous evolution implies eventual (if partial) stability • Two consequences of the Principle of Recursive System’s Construction, as formulated by Heylighen (1992) • Also similar to Morrison’s loci (2007) Change normally happens where interaction takes place Boundary Condition The evolutionary boundaries in a system tend to converge with existing interfaces of components Then, the width ω of a ς-attribute defines bounded subsystems • This supports the architectural approachI Workshop Self-Organizing Architectures (SOAR 2009) 6
7. Elements of Adaptive Architectures (I) Five main roles identified Improved from a previous taxonomy for dynamic architectures Dummy names chosen to avoid referring to specific self-properties Alpha (α) Element in charge of itself: an autonomous element α Most alphas would be composite – therefore autonomic systems Goal: the whole system as an alpha Beta (β) β Element partially in charge of itself: partial autonomic system Either partial scope (β|S) or partial behavior (βB|) of both Every alpha is also a beta (the limit is the upper threshold)I Workshop Self-Organizing Architectures (SOAR 2009) 7
8. Elements of Adaptive Architectures (II) Gamma (γ) An element in charge of another one: a controller γ • Depending on the self-property: a monitor, manager, configuror… An external, now-internal control device • An special, now-specific case of interaction Delta (δ) δ An element doing some self-activity, not controlling another An auxiliary element for autonomic subsystems Providing indirect control by interaction • Needs not to know the role it plays Epsilon (ε) ε An element without self-management The topical “base” component in this taxonomyI Workshop Self-Organizing Architectures (SOAR 2009) 8
9. On Compositionality The architectural approach assumes a compositional nature This is, composition must provide several features • Composite elements are managed just like atomic components • That is the basis of the separation of concerns principle Algebraic vs. Predicative structure Compositional systems are algebraic (constructive) When internal structure must be considered: predicative Self-properties define a “loop” which seems to imply a predicative structure, therefore compositionality could be lost • Reflection does not always compromise compositionality • Is then reasonable to use an architectural approach? To study this, we define an algebra with the five elementsI Workshop Self-Organizing Architectures (SOAR 2009) 9
10. An “Algebra” of Adaptive Elements (I) Composition: identifying some common rules Basic compositional rule translates just to non-(self)-managed ε ε ε Similar, but mostly irrelevant, for gammas and deltas Slightly different for betas β α β βI Workshop Self-Organizing Architectures (SOAR 2009) 10
11. An Algebra of Adaptive Elements (II) Principle of Autonomic Composition The union of autonomous elements (alphas) does not necessarily provide an autonomic system (alpha) α β α ε α An additional operator required (product) Autonomic Composition: Weak Rule γ β εI Workshop Self-Organizing Architectures (SOAR 2009) 11
12. An Algebra of Adaptive Elements (III) Autonomic Composition: Strong Rule Just when the gamma is specifically tailored for an epsilon γ α ε Other compositional features are similarly considered Commutativity, associativity, etc. • Though non-deterministic, it still seems to be an algebra • Every condition seems to be algebraically expressible Some consequences can be explored using this basis If every property is algebraic, then the approach itself is compositional – architecturalI Workshop Self-Organizing Architectures (SOAR 2009) 12
13. An Algebra of Adaptive Elements (IV) Case study: an insertion within an autonomic sub-system In principle results in a beta, but it might be an alpha • How to explain that – without breaking boundaries? • Scope extrusion effect (inspired by the pi-calculus) Also, must consider the threshold effect (the extent of control) γ α γ ε ε α β ε Conclusion: every useful abstraction seems to be algebraically expressible Not proven, just a reasonable hypothesisI Workshop Self-Organizing Architectures (SOAR 2009) 13
14. Conclusions and Future Work The architectural approach for self-management is feasible Directly related to existing work on dynamic architectures A more challenging and perhaps practical approach A (generic) reflective approach is also logical Still a strongly self-referential nature, by definition It can be combined with the architectural approach The (existing) reflective ADL PiLar is able to describe necessary abstractions • Created for dynamic architectures, already used for several other purposes (e.g. aspect-orientation) Future work: distilling of a specific self-* architectural language, based on PiLarI Workshop Self-Organizing Architectures (SOAR 2009) 14
15. Thanks for your attentionI Workshop Self-Organizing Architectures (SOAR 2009) 15
16. On Decentralization Implications of considering this in the context of a decentralized setting I.e. there is no single point for managing the adaptations Our classification implies a decentralized setting Every gamma is an independent adaptation centre • But, being architectural, it is quite “agnostic” in this sense • Gammas (and deltas) can (and does) interact to each other The architectural approach provides a hierarchy • A hierarchy of gammas can be described • A hierarchy of controlled elements can be used • But also possible to define a global gamma to act over the entire architecture Also, depend on the kind of interaction • E.g. interaction vs. reflection vs. superpositionI Workshop Self-Organizing Architectures (SOAR 2009) 16