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Predicting the Performance of ATL Model Transformations 23

Predicting the Performance of ATL Model Transformations

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14th Annual acm/SPEC international conference on Performance Engineering, ICPE 2023

作者： Groner, Raffaela Bellmann, Peter Höppner, Stefan thiam, Patrick Schwenker, Friedhelm Tichy, Matthias Institute of Software Engineering and Programming Languages Ulm University Ulm Germany Institute of Neural Information Processing Ulm University Ulm Germany Institute of Medical Systems Biology Ulm University Ulm Germany

ISBN: (纸本)9798400700682

Model transformation languages are special-purpose languages, which are designed to define transformations as comfortably as possible, i.e., often in a declarative way. Typically, developers create their transformations based on small input models which systematically cover the language of the input models. this makes it difficult for the developers to estimate how the transformations would perform for a large and diverse set of input models. Hence, developers would benefit from an approach for predicting the performance of model transformations based on just abstract characteristics of input models. Regression approaches based on machine learning lend themselves well to such predictions. However, it is currently unknown, whether and which regression approach is suitable in this context as well as how a model should be abstractly characterized for this purpose. We conducted several experiments to analyze how well different machine learning methods predict the execution time of model transformations defined in the Atlas Transformation Language (ATL) transformations for distinct sets of model characteristics. As possible methods, we have investigated linear regression, random forests and support vector regression using a radial basis function kernel. the results of our experiments show that support vector regression is the best choice in terms of usability and prediction accuracy for the model transformation modules covered in our experiments and is thus suited for a prediction approach. In addition, simple model characterizations based only on the number of model elements, the number of references, and the number of attributes are a suitable way to easily describe a model and to achieve decent prediction accuracy. © 2023 Owner/Author.

关键词： Forecasting

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Extracting Smart Contracts Tested and Verified in Coq 2021

Extracting Smart Contracts Tested and Verified in Coq

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10th acm sigplan international conference on Certified Programs and Proofs (CPP)

作者： Annenkov, Danil Milo, Mikkel Nielsen, Jakob Botsch Spitters, Bas Aarhus Univ Concordium Blockchain Res Ctr Aarhus Denmark Aarhus Univ Dept Comp Sci Aarhus Denmark

ISBN: (纸本)9781450382991

We implement extraction of Coq programs to functional languages based on MetaCoq's certified erasure. As part of this, we implement an optimisation pass removing unused arguments. We prove the pass correct wrt. a conventional call-by-value operational semantics of functional languages. We apply this to two functional smart contract languages, Liquidity and Midlang, and to the functional language Elm. Our development is done in the context of the ConCert framework that enables smart contract verification. We contribute a verified boardroom voting smart contract featuring maximum voter privacy such that each vote is kept private except under collusion of all other parties. We also integrate property-based testing into ConCert using QuickChick and our development is the first to support testing properties of interacting smart contracts. We test several complex contracts such as a DAO-like contract, an escrow contract, an implementation of a Decentralized Finance (DeFi) contract which includes a custom token standard (Tezos FA2), and more. In total, this gives us a way to write dependent programs in Coq, test them semi-automatically, verify, and then extract to functional smart contract languages, while retaining a small trusted computing base of only MetaCoq and the pretty-printers into these languages.

关键词： smart contracts blockchain Coq proof assistants code extraction formal verification property-based testing certified programming software correctness

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MPLR 2019 - Proceedings of the 16th acm sigplan international conference on Managed programming Languages and Runtimes, co-located with SPLASH 2019

MPLR 2019 - Proceedings of the 16th ACM SIGPLAN Internationa...

引用

16th acm sigplan international conference on Managed programming Languages and Runtimes, MPLR 2019, co-located with SPLASH 2019

ISBN: (纸本)9781450369770

the proceedings contain 14 papers. the topics discussed include: supporting on-stack replacement in unstructured languages by loop reconstruction and extraction;GraalSqueak: toward a smalltalk-based tooling platform for polyglot programming;GraalSqueak: toward a smalltalk-based tooling platform for polyglot programming;WARDuino: a dynamic WebAssembly virtual machine for programming microcontrollers;dynamic one-to-one mapping of ownership records for STM using versioned weak references;a type system for data independence of loop iterations in a directive-based PGAS language;static TypeScript: an implementation of a static compiler for the TypeScript language;and an analysis of call-site patching without strong hardware support for self-modifying-code.

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Competency Management Model for a Team of Trainers 1

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14th international conference on Computational Collective Intelligence (ICCCI)

作者： Wikarek, Jaroslaw Sitek, Pawel Kielce Univ Technol Dept Control & Management Syst Kielce Poland

ISBN: (数字)9783031160141

ISBN: (纸本)9783031160141;9783031160134

the paper proposes a model of management and configuration of competences of a team conducting advanced training in the field of IT, electronics, robotics and other advanced technologies. the model enables decision support in managing the training team and finding answers to numerous questions in this area. the most important questions include: Does the team have the appropriate composition and competences to conduct a training cycle in accordance with a given schedule? What competences are missing in the team to conduct the training cycle? What composition of the team of trainers ensures that the trainings can be conducted as scheduled in the absence of any trainer? etc. the model was formulated as a set of questions and a set of constraints. An approach that integrates mathematical programming and constraint logic programming was used to implement the model. the data has been saved in the form of facts, which enables their storage in both SQL and NoSQL databases and easy integration with decision support systems.

关键词： Competency management Personnel assignment problem (PAP) Decision support Mathematical programming Constraint logic programming

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Influence of Grouping Strategies for Cooperative Learning on the Learning Outcome of programming Course 14

Influence of Grouping Strategies for Cooperative Learning on...

引用

14th international conference on Education Technology and Computers, ICETC 2022

作者： Hsu, Jih-Shih Tsai, Wen-Lung Department of Information Management National Yunlin University of Science and Technology Taiwan Department of Multimedia and Game Design Overseas Chinese University Taiwan

ISBN: (纸本)9781450397766

In recent years, programming courses has been incorporated into academic curriculums. However, as many students encounter setbacks in the learning process, this study introduces the grouping strategies for cooperation learning into programming courses, which is intended to help students improve their learning outcomes and enhance their computational thinking abilities. the subjects were 75 college students from two classes, which were divided into student-selected and heterogeneous groups, and took the experimental programming course for three weeks. the pre-Test and post-Test learning outcomes were validate by t-Test and one-way ANOVA. this experiment aimed to understand the learning outcomes after adopting grouping strategies, as well as the learning outcomes of students with different backgrounds after adopting grouping strategies. the results showed that both student-selected grouping and heterogeneous grouping can improve the learning outcome. the learning outcome with student-selected grouping is business management background > other backgrounds > design background > electrical engineering and computer science background. With heterogeneous grouping, the learning outcome of the design background is close to that of the electrical engineering and computer science background, and there is no significant difference among electrical engineering and computer science, business management, and other learning backgrounds. thus, the learning outcome with heterogeneous grouping is better than that with student-selected grouping. © 2022 acm.

关键词： Students

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SCCharts Twelve Years Later: A Reflection on Sequential Constructiveness and Text-First Modeling (Keynote) 25

SCCharts Twelve Years Later: A Reflection on Sequential Cons...

引用

Proceedings of the 26th acm sigplan/SIGBED international conference on Languages, Compilers, and Tools for Embedded Systems

作者： Reinhard von Hanxleden Kiel University Kiel Germany

ISBN: (纸本)9798400719219

the SCCharts language, first publicly presented 2013 at Dagstuhl Seminar 13471 on Synchronous programming and subsequently at PLDI’14, originated from a collaboration with an industrial partner, National Instruments (NI), as well as other academic researchers, notably Michael Mendler (U Bamberg) and Partha Roop (U Auckland). Simply put, the task put forward by NI was to develop a graphical, Statecharts-like language for hardware synthesis, with a ”clean” semantics. the synchronous model of computation, as embodied in several textual and graphical languages, seemed attractive due to its solid foundation, including deterministic concurrency. However, the policy for shared variable accesses in classical synchronous programming, possibly leading to hard-to-track ”causality errors” at compile time, was seen as rather *** SCCharts language, by now primarily used for designing software systems e.g. in the railway signalling industry, promotes, in essence, two concepts. On the semantic side, it augments the synchronous model of computation by sequential constructiveness (SC). the idea is to infer scheduling information from sequential constructs. E.g., in a construct like ”if (!x) then x:=true”, the first access to x is scheduled before the second access to x. this seems rather obvious to the imperative programmer, however, it requires adaptation of the traditional synchronous fixed-point semantics, which views x like an electrical wire that cannot be low and high at the same time. the SC MoC proposes a scheduling regime that, in effect, separates x into different instances over time, akin to SSA. the SC MoC has since been adopted in other synchronous languages as well, such as Blech and *** second concept promoted by SCCharts is that while it is primarily presented as a graphical language, it has from its beginning been accompanied by a textual syntax. In fact, it is ”text-first” in that it is supported by an open-source modeling environment (KIELER) wher

关键词： Synchronous programming

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HPC application optimisation in SODALITE 21

HPC application optimisation in SODALITE

引用

14th acm international conference on Systems and Storage, SYSTOR 2021

作者： Vladusic, Daniel Costa, Joao Pita Radolovic, Dragan Meth, Kalman Di Nitto, Elisabetta Lazzaro, Alfio Mujkanovic, Nina Carbonell, Maria XLAB IBM Research - Haifa Israel Politecnico di Milano Italy HPE HPC AI EMEA Research Lab ATOS

We propose to tackle the complexity of deploying and operating modern applications onto heterogeneous HPC and cloud-based systems by providing application developers and infrastructure operators with tools to abstract... 详细信息

ISBN: (纸本)9781450383981

关键词： Computer programming

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A Block Coordinate DCA Approach for Large-Scale Kernel SVM 1

引用

14th international conference on Computational Collective Intelligence (ICCCI)

作者： Van Tuan Pham Hoang Phuc Hau Luu Hoai An Le thi Univ Lorraine Dept IA LGIPM F-57000 Metz France Inst Univ France IUF Paris France

ISBN: (数字)9783031160141

ISBN: (纸本)9783031160141;9783031160134

In this study, we propose a novel block coordinate DCA based method for tackling the large-scale kernel SVM. the proposed method employs a unified scheme that is capable of handling almost all common losses in SVM. Owing to the block coordinate approach, the learning algorithm can deal with the high dimensionality of the optimization variables by updating one block of coordinates at a time to sufficiently decrease the objective value while keeping the other blocks fixed. As a result, calculation time can be significantly reduced while preventing the computer's memory from overflowing, which is crucial for computing in the context of big data. Numerical experiments are conducted intensively, which shows the algorithm's merits in both accuracy and computational cost.

关键词： Block coordinate DC programming DCA SVM

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Folding over Neural Networks 1

引用

14th international conference on Mathematics of Program Construction (MPC)

作者： Nguyen, Minh Wu, Nicolas Univ Bristol Bristol England Imperial Coll London London England

ISBN: (数字)9783031169120

ISBN: (纸本)9783031169120;9783031169113

Neural networks are typically represented as data structures that are traversed either through iteration or by manual chaining of method calls. However, a deeper analysis reveals that structured recursion can be used instead, so that traversal is directed by the structure of the network itself. this paper shows how such an approach can be realised in Haskell, by encoding neural networks as recursive data types, and then their training as recursion scheme patterns. In turn, we promote a coherent implementation of neural networks that delineates between their structure and semantics, allowing for compositionality in both how they are built and how they are trained.

关键词： Recursion schemes Neural networks Data structures Embedded domain-specific languages functional programming

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Generative Program Analysis and Beyond: the Power of Domain-Specific Languages 1

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22nd international conference on Verification, Model Checking, and Abstract Interpretation (VMCAI) jointly with the 48th acm sigplan Symposium on Principles of programming Languages (POPL)

作者： Steffen, Bernhard Murtovi, Alnis TU Dortmund Univ Chair Programming Syst Otto Hahn Str 14 D-44227 Dortmund Germany

ISBN: (数字)9783030670672

ISBN: (纸本)9783030670665;9783030670672

In this paper we position Linear Time Temporal Logic (LTL), structural operational semantics (SOS), and a graphical generalization of BNF as central DSLs for program analysis and verification tasks in order to illustrate the impact of language to the mindset: (1) Specifying program analyses in LTL changes the classical algorithmic 'HOW' thinking into a property-oriented 'WHAT' thinking that allows one to logically combine analysis goals and eases proofs. (2) Playing with the original store component in SOS configurations allows one to elegantly realize variants of abstract program interpretations, and to align different aspects, like e.g., the symbolic values of variables and path conditions. (3) Specializing languages by refining their BNF-like meta models has the power to lift certain verification tasks from the program to the programming language level. We will illustrate the advantages of the change of mindset imposed by these three DSLs, as well as the fact that these advantages come at low price due to available adequate generator technology.

关键词： Generative programming Domain-specific languages Meta modelling Program analysis (Second-order) model checking Modal transition systems Context-free/procedural transition systems Modal refinement Predicate/property transformers Binary decision diagram

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