Executing UML Models
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An Execution Model for Serverless Functions at the Edge
An Execution Model for Serverless Functions at the Edge Adam Hall Umakishore Ramachandran Georgia Institute of Technology Georgia Institute of Technology Atlanta, Georgia Atlanta, Georgia ach@gatech:edu rama@gatech:edu ABSTRACT 1 INTRODUCTION Serverless computing platforms allow developers to host single- Enabling next generation technologies such as self-driving cars or purpose applications that automatically scale with demand. In con- smart cities via edge computing requires us to reconsider the way trast to traditional long-running applications on dedicated, virtu- we characterize and deploy the services supporting those technolo- alized, or container-based platforms, serverless applications are gies. Edge/fog environments consist of many micro data centers intended to be instantiated when called, execute a single function, spread throughout the edge of the network. This is in stark contrast and shut down when finished. State-of-the-art serverless platforms to the cloud, where we assume the notion of unlimited resources achieve these goals by creating a new container instance to host available in a few centralized data centers. These micro data center a function when it is called and destroying the container when it environments must support large numbers of Internet of Things completes. This design allows for cost and resource savings when (IoT) devices on limited hardware resources, processing the mas- hosting simple applications, such as those supporting IoT devices sive amounts of data those devices generate while providing quick at the edge of the network. However, the use of containers intro- decisions to inform their actions [44]. One solution to supporting duces some overhead which may be unsuitable for applications emerging technologies at the edge lies in serverless computing. -
Capabilities Statement
Capabilities Statement Email: [email protected] Web site: www.modeldriven.com 1 Model Driven Solutions Model Driven Solutions is a leading provider of professional services and products that leverage Services Oriented Architecture (SOA), the Object Management Group’s (OMG) Model Driven Architecture (MDA), Information Sharing, Ontologies and Semantics and W3C’s Semantic Web techniques and standards to federate processes, information, systems and organizations. A current focus is information interoperability and federation with a current emphasis on finance, risk and threats across cyber and physical domains as well as a model-driven approach to NIEM. We assist major organizations in achieving effectiveness and agility in a changing and collaborative world. Founded in 1996, as Data Access Technologies, Inc., its division, Model Driven Solutions, has been a leader in the development of open standards and supporting products that result in SOA based Executable Enterprise Architectures (EEA). Model Driven Solutions’ EEA focus helps drive information systems to quickly and cost effectively address business and defense initiatives. Active in the Object Management Group (OMG), the Organization for the Advancement of Structured Information Standards (OASIS), the Open Group and other standards development organizations, Model Driven Solutions has provided industry leadership that is, today, resulting in significant technological advancements and customer satisfaction. With customers like the General Services Administration (GSA), the U.S. Information Sharing Environment, the US Army, Raytheon, Lockheed Martin, Kaiser Permanente, Unisys and many others, Model Driven Solutions is at the leading edge of today’s software technology advances. General Information Parent Company Name: Data Access Technologies, Inc. (DAT) Virginia Affiliate: Model Driven Solutions, Inc. -
Toward IFVM Virtual Machine: a Model Driven IFML Interpretation
Toward IFVM Virtual Machine: A Model Driven IFML Interpretation Sara Gotti and Samir Mbarki MISC Laboratory, Faculty of Sciences, Ibn Tofail University, BP 133, Kenitra, Morocco Keywords: Interaction Flow Modelling Language IFML, Model Execution, Unified Modeling Language (UML), IFML Execution, Model Driven Architecture MDA, Bytecode, Virtual Machine, Model Interpretation, Model Compilation, Platform Independent Model PIM, User Interfaces, Front End. Abstract: UML is the first international modeling language standardized since 1997. It aims at providing a standard way to visualize the design of a system, but it can't model the complex design of user interfaces and interactions. However, according to MDA approach, it is necessary to apply the concept of abstract models to user interfaces too. IFML is the OMG adopted (in March 2013) standard Interaction Flow Modeling Language designed for abstractly expressing the content, user interaction and control behaviour of the software applications front-end. IFML is a platform independent language, it has been designed with an executable semantic and it can be mapped easily into executable applications for various platforms and devices. In this article we present an approach to execute the IFML. We introduce a IFVM virtual machine which translate the IFML models into bytecode that will be interpreted by the java virtual machine. 1 INTRODUCTION a fundamental standard fUML (OMG, 2011), which is a subset of UML that contains the most relevant The software development has been affected by the part of class diagrams for modeling the data apparition of the MDA (OMG, 2015) approach. The structure and activity diagrams to specify system trend of the 21st century (BRAMBILLA et al., behavior; it contains all UML elements that are 2014) which has allowed developers to build their helpful for the execution of the models. -
Unifying Modeling and Programming with ALF
SOFTENG 2016 : The Second International Conference on Advances and Trends in Software Engineering Unifying Modeling and Programming with ALF Thomas Buchmann and Alexander Rimer University of Bayreuth Chair of Applied Computer Science I Bayreuth, Germany email: fthomas.buchmann, [email protected] Abstract—Model-driven software engineering has become more The Eclipse Modeling Framework (EMF) [5] has been and more popular during the last decade. While modeling the established as an extensible platform for the development of static structure of a software system is almost state-of-the art MDSE applications. It is based on the Ecore meta-model, nowadays, programming is still required to supply behavior, i.e., which is compatible with the Object Management Group method bodies. Unified Modeling Language (UML) class dia- (OMG) Meta Object Facility (MOF) specification [6]. Ideally, grams constitute the standard in structural modeling. Behavioral software engineers operate only on the level of models such modeling, on the other hand, may be achieved graphically with a set of UML diagrams or with textual languages. Unfortunately, that there is no need to inspect or edit the actual source code, not all UML diagrams come with a precisely defined execution which is generated from the models automatically. However, semantics and thus, code generation is hindered. In this paper, an practical experiences have shown that language-specific adap- implementation of the Action Language for Foundational UML tations to the generated source code are frequently necessary. (Alf) standard is presented, which allows for textual modeling In EMF, for instance, only structure is modeled by means of of software systems. -
A Brief History of Just-In-Time Compilation
A Brief History of Just-In-Time JOHN AYCOCK University of Calgary Software systems have been using “just-in-time” compilation (JIT) techniques since the 1960s. Broadly, JIT compilation includes any translation performed dynamically, after a program has started execution. We examine the motivation behind JIT compilation and constraints imposed on JIT compilation systems, and present a classification scheme for such systems. This classification emerges as we survey forty years of JIT work, from 1960–2000. Categories and Subject Descriptors: D.3.4 [Programming Languages]: Processors; K.2 [History of Computing]: Software General Terms: Languages, Performance Additional Key Words and Phrases: Just-in-time compilation, dynamic compilation 1. INTRODUCTION into a form that is executable on a target platform. Those who cannot remember the past are con- What is translated? The scope and na- demned to repeat it. ture of programming languages that re- George Santayana, 1863–1952 [Bartlett 1992] quire translation into executable form covers a wide spectrum. Traditional pro- This oft-quoted line is all too applicable gramming languages like Ada, C, and in computer science. Ideas are generated, Java are included, as well as little lan- explored, set aside—only to be reinvented guages [Bentley 1988] such as regular years later. Such is the case with what expressions. is now called “just-in-time” (JIT) or dy- Traditionally, there are two approaches namic compilation, which refers to trans- to translation: compilation and interpreta- lation that occurs after a program begins tion. Compilation translates one language execution. into another—C to assembly language, for Strictly speaking, JIT compilation sys- example—with the implication that the tems (“JIT systems” for short) are com- translated form will be more amenable pletely unnecessary. -
A Parallel Program Execution Model Supporting Modular Software Construction
A Parallel Program Execution Model Supporting Modular Software Construction Jack B. Dennis Laboratory for Computer Science Massachusetts Institute of Technology Cambridge, MA 02139 U.S.A. [email protected] Abstract as a guide for computer system design—follows from basic requirements for supporting modular software construction. A watershed is near in the architecture of computer sys- The fundamental theme of this paper is: tems. There is overwhelming demand for systems that sup- port a universal format for computer programs and software The architecture of computer systems should components so users may benefit from their use on a wide reflect the requirements of the structure of pro- variety of computing platforms. At present this demand is grams. The programming interface provided being met by commodity microprocessors together with stan- should address software engineering issues, in dard operating system interfaces. However, current systems particular, the ability to practice the modular do not offer a standard API (application program interface) construction of software. for parallel programming, and the popular interfaces for parallel computing violate essential principles of modular The positions taken in this presentation are contrary to or component-based software construction. Moreover, mi- much conventional wisdom, so I have included a ques- croprocessor architecture is reaching the limit of what can tion/answer dialog at appropriate places to highlight points be done usefully within the framework of superscalar and of debate. We start with a discussion of the nature and VLIW processor models. The next step is to put several purpose of a program execution model. Our Parallelism processors (or the equivalent) on a single chip. -
Open Research Online UML in Practice Oro.Open.Ac.Uk
Open Research Online The Open University’s repository of research publications and other research outputs UML in practice Conference Item How to cite: Petre, Marian (2013). UML in practice. In: 35th International Conference on Software Engineering (ICSE 2013), 18-26 May 2013, San Francisco, CA, USA (forthcoming), pp. 722–731. For guidance on citations see FAQs. c 2013 IEEE Version: Accepted Manuscript Link(s) to article on publisher’s website: http://2013.icse-conferences.org/ Copyright and Moral Rights for the articles on this site are retained by the individual authors and/or other copy- right owners. For more information on Open Research Online’s data policy on reuse of materials please consult the policies page. oro.open.ac.uk UML in Practice Marian Petre Centre for Research in Computing The Open University Milton Keynes, UK [email protected] Abstract—UML has been described by some as “the lingua UML “with rigor” (as he later expressed to the informant). In franca of software engineering”. Evidence from industry does contrast, the informant concluded that probably 45 of the 47 not necessarily support such endorsements. How exactly is UML were like him: “selective borrowers” … “who use some of the being used in industry – if it is? This paper presents a corpus of principles sometimes”. The IBM speaker and the informant interviews with 50 professional software engineers in 50 had very different models of what ‘using UML’ means in companies and identifies 5 patterns of UML use. practice, with different implications. Index Terms—UML, software development, software design, Budgen et al. -
Tool Use in Software Modelling Education
Tool use in software modelling education Seiko Akayama1, Birgit Demuth3, Timothy C. Lethbridge4, Marion Scholz2, Perdita Stevens5, and Dave R. Stikkolorum6 1 Kyushu University, Japan 2 Vienna University of Technology, Austria 3 Technische Universit¨atDresden, Germany 4 University of Ottawa Canada 5 University of Edinburgh Scotland 6 Leiden University The Netherlands Abstract. An important decision that must be taken by anyone design- ing a course involving (object oriented software) modelling is what tool support, if any, to use. Options include picking an industrial strength modelling tool, using a tool specifically designed for educational use, or eschewing tool use altogether in favour of pencil and paper. The best an- swer will depend on many factors, including the prior experience of the students (and staff), the length and organisation of the course, and the learning objectives. Moreover, decisions on tools have an impact on other aspects of course design. In this informal paper, the result of discussion at the MODELS Educators' Symposium 2013, we survey previous work on this question, discuss our own experience, and draw out some key issues that someone designing a new course involving modelling must consider. 1 Introduction Teaching object oriented design and modelling in a university is important not only because these are important skills that students will need if they pursue careers in software development, but also because this area is a key interface be- tween research and teaching. This double motivation { we might say, vocational and intellectual { for teaching design and modelling is itself a source of challenge for educators. We experience a tension between the desire to train students in the skills they will need after university, and the desire to have them reflect on the nature of design and modelling and the ways in which these activities could be improved with the help of cutting edge research. -
CNT6008 Network Programming Module - 11 Objectives
CNT6008 Network Programming Module - 11 Objectives Skills/Concepts/Assignments Objectives ASP.NET Overview • Learn the Framework • Understand the different platforms • Compare to Java Platform Final Project Define your final project requirements Section 21 – Web App Read Sections 21 and 27, pages 649 to 694 and 854 Development and ASP.NET to 878. Section 27 – Web App Development with ASP.NET Overview of ASP.NET Section Goals Goal Course Presentation Understanding Windows Understanding .NET Framework Foundation Project Concepts Creating a ASP.NET Client and Server Application Understanding the Visual Creating a ASP Project Studio Development Environment .NET – What Is It? • Software platform • Language neutral • In other words: • .NET is not a language (Runtime and a library for writing and executing written programs in any compliant language) What Is .NET • .Net is a new framework for developing web-based and windows-based applications within the Microsoft environment. • The framework offers a fundamental shift in Microsoft strategy: it moves application development from client-centric to server- centric. .NET – What Is It? .NET Application .NET Framework Operating System + Hardware Framework, Languages, And Tools VB VC++ VC# JScript … Common Language Specification Visual Studio.NET Visual ASP.NET: Web Services Windows and Web Forms Forms ADO.NET: Data and XML Base Class Library Common Language Runtime The .NET Framework .NET Framework Services • Common Language Runtime • Windows Communication Framework (WCF) • Windows® Forms • ASP.NET (Active Server Pages) • Web Forms • Web Services • ADO.NET, evolution of ADO • Visual Studio.NET Common Language Runtime (CLR) • CLR works like a virtual machine in executing all languages. • All .NET languages must obey the rules and standards imposed by CLR. -
The Convergence of Modeling and Programming
The Convergence of Modeling and Programming: Facilitating the Representation of Attributes and Associations in the Umple Model-Oriented Programming Language by Andrew Forward PhD Thesis Presented to the Faculty of Graduate and Postdoctoral Studies in partial fulfillment of the requirements for the degree Doctor of Philosophy (Computer Science1) Ottawa-Carleton Institute for Computer Science School of Information Technology and Engineering University of Ottawa Ottawa, Ontario, K1N 6N5 Canada © Andrew Forward, 2010 1 The Ph.D. program in Computer Science is a joint program with Carleton University, administered by the Ottawa Carleton Institute for Computer Science Acknowledgements A very special, and well-deserved, thank you to the following: a) Dr. Timothy C. Lethbridge. Tim has been a mentor of mine for several years, first as one of my undergraduate professors, later as my Master’s supervisor. Tim has again helped to shape my approach to software engineering, research and academics during my journey as a PhD candidate. b) The Complexity Reduction in Software Engineering (CRUISE) group and in particular Omar Badreddin and Julie Filion. Our weekly meetings, work with IBM, and the collaboration with the development of Umple were of great help. c) My family and friends. Thank you and much love Ayana; your support during this endeavor was much appreciated despite the occasional teasing about me still being in school. To my mom (and editor) Jayne, my dad Bill, my sister Allison and her husband Dennis. And, to my friends Neil, Roy, Van, Rob, Pat, and Ernesto – your help will be forever recorded in my work. Finally a special note to Ryan Lowe, a fellow Software Engineer that helped to keep my work grounded during our lengthy discussion about software development – I will miss you greatly. -
The CLR's Execution Model
C01621632.fm Page 3 Thursday, January 12, 2006 3:49 PM Chapter 1 The CLR’s Execution Model In this chapter: Compiling Source Code into Managed Modules . 3 Combining Managed Modules into Assemblies . 6 Loading the Common Language Runtime. 8 Executing Your Assembly’s Code. 11 The Native Code Generator Tool: NGen.exe . 19 Introducing the Framework Class Library . 22 The Common Type System. 24 The Common Language Specification . 26 Interoperability with Unmanaged Code. 30 The Microsoft .NET Framework introduces many new concepts, technologies, and terms. My goal in this chapter is to give you an overview of how the .NET Framework is designed, intro- duce you to some of the new technologies the framework includes, and define many of the terms you’ll be seeing when you start using it. I’ll also take you through the process of build- ing your source code into an application or a set of redistributable components (files) that contain types (classes, structures, etc.) and then explain how your application will execute. Compiling Source Code into Managed Modules OK, so you’ve decided to use the .NET Framework as your development platform. Great! Your first step is to determine what type of application or component you intend to build. Let’s just assume that you’ve completed this minor detail; everything is designed, the specifications are written, and you’re ready to start development. Now you must decide which programming language to use. This task is usually difficult because different languages offer different capabilities. For example, in unmanaged C/C++, you have pretty low-level control of the system. -
Executable UML: a Foundation for Model Driven Architecture
01-Introduction.fm Page 1 Wednesday, April 17, 2002 4:33 PM 1 Introduction Organizations want systems. They don’t want processes, meetings, mod- els, documents, or even code.1 They want systems that work—as quickly as possible, as cheaply as possible, and as easy to change as possible. Organizations don’t want long software development lead-times and high costs; they just want to reduce systems development hassles to the abso- lute minimum. But systems development is a complicated business. It demands distilla- tion of overlapping and contradictory requirements; invention of good abstractions from those requirements; fabrication of an efficient, cost- effective implementation; and clever solutions to isolated coding and abstraction problems. And we need to manage all this work to a successful conclusion, all at the lowest possible cost in time and money. None of this is new. Over thirty years ago, the U.S. Department of Defense warned of a “software crisis” and predicted that to meet the burgeoning need for software by the end of the century, everyone in the country would have to become a programmer. In many ways this prediction has come true, as anyone who has checked on the progress of a flight or made a stock trade using the Internet can tell you. Nowadays, we all write our own 1 Robert Block began his book The Politics of Projects[1] in a similar manner. 1 01-Introduction.fm Page 2 Wednesday, April 17, 2002 4:33 PM 2 INTRODUCTION programs by filling in forms—at the level of abstraction of the application, not the software.