Object-Oriented Literate Programming
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Literate Programming Donald E. Knuth Computer Science Department, Stanford University, Stanford, CA 94305, USA The author and his associates have been experimenting for the past several years with a program- ming language and documentation system called WEB. This paper presents WEB by example, and discusses why the new system appears to be an improvement over previous ones. I would ordinarily have assigned to student research A. INTRODUCTION assistants; and why? Because it seems to me that at last I’m able to write programs as they should be written. The past ten years have witnessed substantial improve- My programs are not only explained better than ever ments in programming methodology. This advance, before; they also are better programs, because the new carried out under the banner of “structured program- methodology encourages me to do a better job. For ming,” has led to programs that are more reliable and these reasons I am compelled to write this paper, in easier to comprehend; yet the results are not entirely hopes that my experiences will prove to be relevant to satisfactory. My purpose in the present paper is to others. propose another motto that may be appropriate for the I must confess that there may also be a bit of mal- next decade, as we attempt to make further progress ice in my choice of a title. During the 1970s I was in the state of the art. I believe that the time is ripe coerced like everybody else into adopting the ideas of for significantly better documentation of programs, and structured programming, because I couldn’t bear to be that we can best achieve this by considering programs found guilty of writing unstructured programs. -
Programming Pearls: a Literate Program
by jot1 Be~~tley programming with Special Guest Oysters Don Knuth and Doug McIlroy pearls A LITERATE PROGRAM Last month‘s column introduced Don Knuth’s style of frequency; or there might not even be as many as k “Literate Programming” and his WEB system for building words. Let’s be more precise: The most common programs that are works of literature. This column pre- words are to be printed in order of decreasing fre- sents a literate program by Knuth (its origins are sketched quency, with words of equal frequency listed in al- in last month‘s column) and, as befits literature, a review. phabetic order. Printing should stop after k words So without further ado, here is Knuth’s program, have been output, if more than k words are present. retypeset in Communications style. -Jon Bentley 2. The input file is assumed to contain the given Common Words Section text. If it begins with a positive decimal number Introduction.. , . , , . , . , . , , . 1 (preceded by optional blanks), that number will be Strategic considerations . , a the value of k; otherwise we shall assume that Basic input routines . , , . 9 k = 100. Answers will be sent to the output file. Dictionary lookup . , . , . , .17 define default-k = 100 (use this value if k isn’t The frequency counts . .32 otherwise specified) Sortingatrie . ...36 Theendgame................................41 3. Besides solving the given problem, this program is Index . ...42 supposed to be an example of the WEB system, for people who know some Pascal but who have never 1. Introduction. The purpose of this program is to seen WEB before. -
Teaching Foundations of Computation and Deduction Through Literate Functional Programming and Type Theory Formalization
Teaching Foundations of Computation and Deduction Through Literate Functional Programming and Type Theory Formalization Gérard Huet Inria Paris Laboratory, France Abstract We describe experiments in teaching fundamental informatics notions around mathematical struc- tures for formal concepts, and effective algorithms to manipulate them. The major themes of lambda-calculus and type theory served as guides for the effective implementation of functional programming languages and higher-order proof assistants, appropriate for reflecting the theor- etical material into effective tools to represent constructively the concepts and formally certify the proofs of their properties. Progressively, a literate programming and proving style replaced informal mathematics in the presentation of the material as executable course notes. The talk will evoke the various stages of (in)completion of the corresponding set of notes along the years (see [1, 2, 14, 5, 6, 10, 12, 16, 7, 15, 17, 9, 3, 13, 11, 4, 8]), and tell how their elaboration proved to be essential to the discovery of fundamental results. 1998 ACM Subject Classification F.3.1 Specifying and Verifying Programs, F.4.1 Mathematical Logic and G.4 Mathematical Software Keywords and phrases Foundations, Computation, Deduction, Programming, Proofs Digital Object Identifier 10.4230/LIPIcs.FSCD.2016.3 Category Invited Talk References 1 Gérard Huet. Initiation à la logique mathématique. Notes de cours du DEA d’Informatique, Université Paris-Sud, 1977. 2 Gérard Huet. Démonstration automatique en logique de premier ordre et programmation en clauses de horn. Notes de cours du DEA d’Informatique, Université Paris-Sud, 1978. 3 Gérard Huet. Confluent reductions: Abstract properties and applications to term rewriting systems. -
Typeset MMIX Programs with TEX Udo Wermuth Abstract a TEX Macro
TUGboat, Volume 35 (2014), No. 3 297 Typeset MMIX programs with TEX Example: In section 9 the lines \See also sec- tion 10." and \This code is used in section 24." are given. Udo Wermuth No such line appears in section 10 as it only ex- tends the replacement code of section 9. (Note that Abstract section 10 has in its headline the number 9.) In section 24 the reference to section 9 stands for all of ATEX macro package is presented as a literate pro- the eight code lines stated in sections 9 and 10. gram. It can be included in programs written in the If a section is not used in any other section then languages MMIX or MMIXAL without affecting the it is a root and during the extraction of the code a assembler. Such an instrumented file can be pro- file is created that has the name of the root. This file cessed by TEX to get nicely formatted output. Only collects all the code in the sequence of the referenced a new first line and a new last line must be entered. sections from the code part. The collection process And for each end-of-line comment a flag is set to for all root sections is called tangle. A second pro- indicate that the comment is written in TEX. cess is called weave. It outputs the documentation and the code parts as a TEX document. How to read the following program Example: The following program has only one The text that starts in the next chapter is a literate root that is defined in section 4 with the headline program [2, 1] written in a style similar to noweb [7]. -
Statistical Software
Statistical Software A. Grant Schissler1;2;∗ Hung Nguyen1;3 Tin Nguyen1;3 Juli Petereit1;4 Vincent Gardeux5 Keywords: statistical software, open source, Big Data, visualization, parallel computing, machine learning, Bayesian modeling Abstract Abstract: This article discusses selected statistical software, aiming to help readers find the right tool for their needs. We categorize software into three classes: Statisti- cal Packages, Analysis Packages with Statistical Libraries, and General Programming Languages with Statistical Libraries. Statistical and analysis packages often provide interactive, easy-to-use workflows while general programming languages are built for speed and optimization. We emphasize each software's defining characteristics and discuss trends in popularity. The concluding sections muse on the future of statistical software including the impact of Big Data and the advantages of open-source languages. This article discusses selected statistical software, aiming to help readers find the right tool for their needs (not provide an exhaustive list). Also, we acknowledge our experiences bias the discussion towards software employed in scholarly work. Throughout, we emphasize the software's capacity to analyze large, complex data sets (\Big Data"). The concluding sections muse on the future of statistical software. To aid in the discussion, we classify software into three groups: (1) Statistical Packages, (2) Analysis Packages with Statistical Libraries, and (3) General Programming Languages with Statistical Libraries. This structure -
Exploratory Data Science Using a Literate Programming Tool Mary Beth Kery1 Marissa Radensky2 Mahima Arya1 Bonnie E
The Story in the Notebook: Exploratory Data Science using a Literate Programming Tool Mary Beth Kery1 Marissa Radensky2 Mahima Arya1 Bonnie E. John3 Brad A. Myers1 1Human-Computer Interaction Institute 2Amherst College 3Bloomberg L. P. Carnegie Mellon University Amherst, MA New York City, NY Pittsburgh, PA [email protected] [email protected] mkery, mahimaa, bam @cs.cmu.edu ABSTRACT engineers, many of whom never receive formal training in Literate programming tools are used by millions of software engineering [30]. programmers today, and are intended to facilitate presenting data analyses in the form of a narrative. We interviewed 21 As even more technical novices engage with code and data data scientists to study coding behaviors in a literate manipulations, it is key to have end-user programming programming environment and how data scientists kept track tools that address barriers to doing effective data science. For of variants they explored. For participants who tried to keep instance, programming with data often requires heavy a detailed history of their experimentation, both informal and exploration with different ways to manipulate the data formal versioning attempts led to problems, such as reduced [14,23]. Currently even experts struggle to keep track of the notebook readability. During iteration, participants actively experimentation they do, leading to lost work, confusion curated their notebooks into narratives, although primarily over how a result was achieved, and difficulties effectively through cell structure rather than markdown explanations. ideating [11]. Literate programming has recently arisen as a Next, we surveyed 45 data scientists and asked them to promising direction to address some of these problems [17]. -
Trisycl Open Source C++17 & Openmp-Based Opencl SYCL Prototype
triSYCL Open Source C++17 & OpenMP-based OpenCL SYCL prototype Ronan Keryell Khronos OpenCL SYCL committee 05/12/2015 — IWOCL 2015 SYCL Tutorial • I OpenCL SYCL committee work... • Weekly telephone meeting • Define new ways for modern heterogeneous computing with C++ I Single source host + kernel I Replace specific syntax by pure C++ abstractions • Write SYCL specifications • Write SYCL conformance test • Communication & evangelism triSYCL — Open Source C++17 & OpenMP-based OpenCL SYCL prototype IWOCL 2015 2 / 23 • I SYCL relies on advanced C++ • Latest C++11, C++14... • Metaprogramming • Implicit type conversion • ... Difficult to know what is feasible or even correct... ;• Need a prototype to experiment with the concepts • Double-check the specification • Test the examples Same issue with C++ standard and GCC or Clang/LLVM triSYCL — Open Source C++17 & OpenMP-based OpenCL SYCL prototype IWOCL 2015 3 / 23 • I Solving the meta-problem • SYCL specification I Includes header files descriptions I Beautified .hpp I Tables describing the semantics of classes and methods • Generate Doxygen-like web pages Generate parts of specification and documentation from a reference implementation ; triSYCL — Open Source C++17 & OpenMP-based OpenCL SYCL prototype IWOCL 2015 4 / 23 • I triSYCL (I) • Started in April 2014 as a side project • Open Source for community purpose & dissemination • Pure C++ implementation I DSEL (Domain Specific Embedded Language) I Rely on STL & Boost for zen style I Use OpenMP 3.1 to leverage CPU parallelism I No compiler cannot generate kernels on GPU yet • Use Doxygen to generate I Documentation; of triSYCL implementation itself with implementation details I SYCL API by hiding implementation details with macros & Doxygen configuration • Python script to generate parts of LaTeX specification from Doxygen LaTeX output triSYCL — Open Source C++17 & OpenMP-based OpenCL SYCL prototype IWOCL 2015 5 / 23 • I Automatic generation of SYCL specification is a failure.. -
Ambiguous, Informal, and Unsound: Metaprogramming for Naturalness
Ambiguous, Informal, and Unsound: Metaprogramming for Naturalness Toni Mattis Patrick Rein Robert Hirschfeld Hasso Plattner Institute Hasso Plattner Institute Hasso Plattner Institute University of Potsdam University of Potsdam University of Potsdam Potsdam, Germany Potsdam, Germany Potsdam, Germany [email protected] [email protected] [email protected] Abstract ACM Reference Format: Program code needs to be understood by both machines Toni Mattis, Patrick Rein, and Robert Hirschfeld. 2019. Ambigu- and programmers. While the goal of executing programs ous, Informal, and Unsound: Metaprogramming for Naturalness. In Proceedings of the 4th ACM SIGPLAN International Workshop requires the unambiguity of a formal language, program- on Meta-Programming Techniques and Reflection (META ’19), Octo- mers use natural language within these formal constraints to ber 20, 2019, Athens, Greece. ACM, New York, NY, USA, 10 pages. explain implemented concepts to each other. This so called https://doi.org/10.1145/3358502.3361270 naturalness – the property of programs to resemble human communication – motivated many statistical and machine learning (ML) approaches with the goal to improve software engineering activities. 1 Introduction The metaprogramming facilities of most programming en- The complexity of modern software systems requires col- vironments model the formal elements of a program (meta- laboration among multiple programmers. Hence, the source objects). If ML is used to support engineering or analysis code itself becomes an artifact of communication and per- tasks, complex infrastructure needs to bridge the gap be- sisted domain knowledge. The idea that programmers should tween meta-objects and ML models, changes are not reflected “concentrate rather on explaining to human beings what we in the ML model, and the mapping from an ML output back want a computer to do” has been a prominent hypothesis in into the program’s meta-object domain is laborious. -
LNCS 4119, Pp
Exceptions in Java and Eiffel: Two Extremes in Exception Design and Application Joseph R. Kiniry School of Computer Science and Informatics University College Dublin Belfield, Dublin 8, Ireland [email protected] Abstract. Exceptions are frequently a controversial language feature with both language designers and programmers. Exceptions are controversial because they complicate language semantics—and thus program design, testing, and verifica- tion—and some programmers find them annoying or difficult to use properly. By examining two programming languages that have very different, even opposing, exception mechanisms, a set of exception principles is introduced that summarize the key semantic and social issues surrounding exceptions. 1 Introduction The designers of future programming languages must decide whether to include excep- tions in their new languages. If they decide exceptions are warranted, they must then consider what exceptions represent: (1) a structure for control flow, (2) a structure for handling abnormal, unpredictable situations, or (3) something in-between. Additionally, the syntax and meaning of exceptions must be considered. The syntax of exception mechanisms is also important. Syntax impacts how program code looks and is comprehended, it influences the design and realization of algorithms, and it affects the manner in which programmers handle unusual cases and unexpected situations, and thus indirectly impacts software reliability. And, while the syntax of exception mechanisms is the aspect most programmers see, tool developers and lan- guage theoreticians must wrestle with exception semantics. In general, a small, elegant semantics is desired by all parties. One way to consider how to design a feature like exceptions in future languages is to analyze their design in today’s languages. -
From Eiffel to the Java Virtual Machine
From Eiffel to the Java Virtual Machine Adding a new language target to the EiffelStudio compiler Søren Engel, [email protected] Supervisor Dr. Joseph R. Kiniry Thesis submitted to The IT University of Copenhagen for the degree of Bachelor of Science in Software Development August 2012 Abstract Previous attemps has been made towards translating and executing programs written in Eiffel on the Java platform, as described in Baumgartner [1]. However, the generated Java code has not been easy to use in terms of interoperability between the two languages, due to the restrictions of the Java language. Due to the evolution of the Java language, the work presented in this thesis examines whether it is possible to simplify the translation model of Eiffel to Java. In doing so, this thesis describes a refined translation model that leverages on some of the new features of the Java language, such as the invokedynamic bytecode instruction. Moreover, in order to verify the correctness of the proposed translation model, a description follows on how the translation model may be integrated into the existing EiffelStudio compiler, in terms extending the back-end to target the Java platform. In regards of simplicity, it was found that by using new language features of Java, the translation model of Eiffel to Java could be simplified to the extend that it solves the known issues found in the solution presented in Baumgartner [1]. In trying to integrate the translation model into the existing EiffelStudio compiler, it was found that no public documentation exists which described the internal structure of the EiffelStudio compiler. -
A Literate Programming Approach for Hardware Description Language In- Struction
Paper ID #26263 A Literate Programming Approach for Hardware Description Language In- struction Dr. J.W. Bruce, Tennessee Technological University J.W. Bruce is with the Department of Electrical & Computer Engineering at Tennessee Technological University in Cookeville, Tennessee USA Dr. Bryan A. Jones, Mississippi State University Bryan A. Jones received the B.S.E.E. and M.S. degrees in electrical engineering from Rice University, Houston, TX, in 1995 and 2002, respectively, and the Ph.D. degree in electrical engineering from Clemson University, Clemson, SC, in 2005. He is currently an Associate Professor at Mississippi State University, Mississippi State, MS. From 1996 to 2000, he was a Hardware Design Engineer with Compaq, where he specialized in board lay- out for high-availability redundant array of independent disks (RAID) controllers. His research interests include engineering education, robotics, and literate programming. Dr. Mahnas Jean Mohammadi-Aragh, Mississippi State University Dr. Jean Mohammadi-Aragh is an assistant professor in the Department of Electrical and Computer Engi- neering at Mississippi State University. Dr. Mohammadi-Aragh investigates the use of digital systems to measure and support engineering education, specifically through learning analytics and the pedagogical uses of digital systems. She also investigates fundamental questions critical to improving undergraduate engineering degree pathways. She earned her Ph.D. in Engineering Education from Virginia Tech. In 2013, Dr. Mohammadi-Aragh was honored as a promising new engineering education researcher when she was selected as an ASEE Educational Research and Methods Division Apprentice Faculty. c American Society for Engineering Education, 2019 A Literate Programming Approach for Hardware Description Language Instruction INTRODUCTION Digital devices are ubiquitous in modern life. -
Literate Programming and Reproducible Research
JSS Journal of Statistical Software January 2012, Volume 46, Issue 3. http://www.jstatsoft.org/ A Multi-Language Computing Environment for Literate Programming and Reproducible Research Eric Schulte Dan Davison University of New Mexico Counsyl Thomas Dye Carsten Dominik University of Hawai`i University of Amsterdam Abstract We present a new computing environment for authoring mixed natural and com- puter language documents. In this environment a single hierarchically-organized plain text source file may contain a variety of elements such as code in arbitrary program- ming languages, raw data, links to external resources, project management data, working notes, and text for publication. Code fragments may be executed in situ with graphical, numerical and textual output captured or linked in the file. Export to LATEX, HTML, LATEX beamer, DocBook and other formats permits working reports, presentations and manuscripts for publication to be generated from the file. In addition, functioning pure code files can be automatically extracted from the file. This environment is implemented as an extension to the Emacs text editor and provides a rich set of features for authoring both prose and code, as well as sophisticated project management capabilities. Keywords: literate programming, reproducible research, compendium, WEB, Emacs. 1. Introduction There are a variety of settings in which it is desirable to mix prose, code, data, and compu- tational results in a single document. Scientific research increasingly involves the use of computational tools.