NICOLAS WU Department of Computer Science, University of Bristol (E-Mail: [email protected], [email protected])
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A Generic Approach to Datatype Persistency in Haskell
AGeneric Approach to Datatype Persistency in Haskell Sebastiaan Visser MSc Thesis June 20, 2010 INF/SCR-09-60 Center for Software Technology Daily Supervisor: Dept. of Information and Computing Sciences dr. A. Loh¨ Utrecht University Second Supervisor: Utrecht, the Netherlands prof. dr. J.T. Jeuring 2 Abstract Algebraic datatypes in Haskell are a powerful tool to structure application data. Unfortunately, Haskell datatypes can only be used in-memory. When information is too large to fit in application memory or has to survive the running time of a single process, the information has to be marshalled to and from a persistent storage. The current systems available for persistent storage in Haskell all have some drawbacks. Either the structure of these storage systems does not fit the algebraic datatypes of Haskell, or the sys- tems do not allow partial access to the persistent storage. In this document we describe a new storage framework for Haskell that uses generic pro- gramming to allow the persistent storage of a large class of functional data structures. The system allows access to parts of the data structures, this pre- vents reading in the entire data structure when only small parts are needed. Partial access allows the operations on the persistent data structures to run with the same asymptotic running time as their in-memory counterparts. The framework uses a generic annotation system to automatically lift oper- ations on recursive data structures to work on a block based storage heap on disk. The annotation system helps to keep a strict separation between I/O code and the pure operations on functional data structures. -
Practical Coinduction
Math. Struct. in Comp. Science: page 1 of 21. c Cambridge University Press 2016 doi:10.1017/S0960129515000493 Practical coinduction DEXTER KOZEN† and ALEXANDRA SILVA‡ †Computer Science, Cornell University, Ithaca, New York 14853-7501, U.S.A. Email: [email protected] ‡Intelligent Systems, Radboud University Nijmegen, Postbus 9010, 6500 GL Nijmegen, the Netherlands Email: [email protected] Received 6 March 2013; revised 17 October 2014 Induction is a well-established proof principle that is taught in most undergraduate programs in mathematics and computer science. In computer science, it is used primarily to reason about inductively defined datatypes such as finite lists, finite trees and the natural numbers. Coinduction is the dual principle that can be used to reason about coinductive datatypes such as infinite streams or trees, but it is not as widespread or as well understood. In this paper, we illustrate through several examples the use of coinduction in informal mathematical arguments. Our aim is to promote the principle as a useful tool for the working mathematician and to bring it to a level of familiarity on par with induction. We show that coinduction is not only about bisimilarity and equality of behaviors, but also applicable to a variety of functions and relations defined on coinductive datatypes. 1. Introduction Perhaps the single most important general proof principle in computer science, and argu- ably in all of mathematics, is induction. There is a valid induction principle corresponding to any well-founded relation, but in computer science, it is most often seen in the form known as structural induction, in which the domain of discourse is an inductively-defined datatype such as finite lists, finite trees, or the natural numbers. -
A Category Theory Explanation for the Systematicity of Recursive Cognitive
Categorial compositionality continued (further): A category theory explanation for the systematicity of recursive cognitive capacities Steven Phillips ([email protected]) Mathematical Neuroinformatics Group, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Ibaraki 305-8568 JAPAN William H. Wilson ([email protected]) School of Computer Science and Engineering, The University of New South Wales, Sydney, New South Wales, 2052 AUSTRALIA Abstract together afford cognition) whereby cognitive capacity is or- ganized around groups of related abilities. A standard exam- Human cognitive capacity includes recursively definable con- cepts, which are prevalent in domains involving lists, numbers, ple since the original formulation of the problem (Fodor & and languages. Cognitive science currently lacks a satisfactory Pylyshyn, 1988) has been that you don’t find people with the explanation for the systematic nature of recursive cognitive ca- capacity to infer John as the lover from the statement John pacities. The category-theoretic constructs of initial F-algebra, catamorphism, and their duals, final coalgebra and anamor- loves Mary without having the capacity to infer Mary as the phism provide a formal, systematic treatment of recursion in lover from the related statement Mary loves John. An in- computer science. Here, we use this formalism to explain the stance of systematicity is when a cognizer has cognitive ca- systematicity of recursive cognitive capacities without ad hoc assumptions (i.e., why the capacity for some recursive cogni- pacity c1 if and only if the cognizer has cognitive capacity tive abilities implies the capacity for certain others, to the same c2 (see McLaughlin, 2009). So, e.g., systematicity is evident explanatory standard used in our account of systematicity for where one has the capacity to remove the jokers if and only if non-recursive capacities). -
301669474.Pdf
Centrum voor Wiskunde en Informatica Centre for Mathematics and Computer Science L.G.L.T. Meertens Paramorphisms Computer Science/ Department of Algorithmics & Architecture Report CS-R9005 February Dib'I( I, 1fle.'1 Cootrumvoor ~', ;""'" ,,., tn!o.-1 Y.,'~• Am.,t,..-(,';if'! The Centre for Mathematics and Computer Science is a research institute of the Stichting Mathematisch Centrum, which was founded on February 11, 1946, as a nonprofit institution aiming at the promotion of mathematics, com puter science, and their applications. It is sponsored by the Dutch Govern ment through the Netherlands Organization for the Advancement of Research (N.W.O.). Copyright © Stichting Mathematisch Centrum, Amsterdam Paramorphisms Lambert Meertens CWI, Amsterdam, & University of Utrecht 0 Context This paper is a small contribution in the context of an ongoing effort directed towards the design of a calculus for constructing programs. Typically, the development of a program contains many parts that are quite standard, re quiring no invention and posing no intellectual challenge of any kind. If, as is indeed the aim, this calculus is to be usable for constructing programs by completely formal manipulation, a major concern is the amount of labour currently required for such non-challenging parts. On one level this concern can be addressed by building more or less spe cialised higher-level theories that can be drawn upon in a derivation, as is usual in almost all branches of mathematics, and good progress is being made here. This leaves us still with much low-level laboriousness, like admin istrative steps with little or no algorithmic content. Until now, the efforts in reducing the overhead in low-level formal labour have concentrated on using equational reasoning together with specialised notations to avoid the introduction of dummy variables, in particular for "canned induction" in the form of promotion properties for homomorphisms- which have turned out to be ubiquitous. -
The Method of Coalgebra: Exercises in Coinduction
The Method of Coalgebra: exercises in coinduction Jan Rutten CWI & RU [email protected] Draft d.d. 8 July 2018 (comments are welcome) 2 Draft d.d. 8 July 2018 Contents 1 Introduction 7 1.1 The method of coalgebra . .7 1.2 History, roughly and briefly . .7 1.3 Exercises in coinduction . .8 1.4 Enhanced coinduction: algebra and coalgebra combined . .8 1.5 Universal coalgebra . .8 1.6 How to read this book . .8 1.7 Acknowledgements . .9 2 Categories { where coalgebra comes from 11 2.1 The basic definitions . 11 2.2 Category theory in slogans . 12 2.3 Discussion . 16 3 Algebras and coalgebras 19 3.1 Algebras . 19 3.2 Coalgebras . 21 3.3 Discussion . 23 4 Induction and coinduction 25 4.1 Inductive and coinductive definitions . 25 4.2 Proofs by induction and coinduction . 28 4.3 Discussion . 32 5 The method of coalgebra 33 5.1 Basic types of coalgebras . 34 5.2 Coalgebras, systems, automata ::: ....................... 34 6 Dynamical systems 37 6.1 Homomorphisms of dynamical systems . 38 6.2 On the behaviour of dynamical systems . 41 6.3 Discussion . 44 3 4 Draft d.d. 8 July 2018 7 Stream systems 45 7.1 Homomorphisms and bisimulations of stream systems . 46 7.2 The final system of streams . 52 7.3 Defining streams by coinduction . 54 7.4 Coinduction: the bisimulation proof method . 59 7.5 Moessner's Theorem . 66 7.6 The heart of the matter: circularity . 72 7.7 Discussion . 76 8 Deterministic automata 77 8.1 Basic definitions . 78 8.2 Homomorphisms and bisimulations of automata . -
A Note on the Under-Appreciated For-Loop
A Note on the Under-Appreciated For-Loop Jos´eN. Oliveira Techn. Report TR-HASLab:01:2020 Oct 2020 HASLab - High-Assurance Software Laboratory Universidade do Minho Campus de Gualtar – Braga – Portugal http://haslab.di.uminho.pt TR-HASLab:01:2020 A Note on the Under-Appreciated For-Loop by Jose´ N. Oliveira Abstract This short research report records some thoughts concerning a simple algebraic theory for for-loops arising from my teaching of the Algebra of Programming to 2nd year courses at the University of Minho. Interest in this so neglected recursion- algebraic combinator grew recently after reading Olivier Danvy’s paper on folding over the natural numbers. The report casts Danvy’s results as special cases of the powerful adjoint-catamorphism theorem of the Algebra of Programming. A Note on the Under-Appreciated For-Loop Jos´eN. Oliveira Oct 2020 Abstract This short research report records some thoughts concerning a sim- ple algebraic theory for for-loops arising from my teaching of the Al- gebra of Programming to 2nd year courses at the University of Minho. Interest in this so neglected recursion-algebraic combinator grew re- cently after reading Olivier Danvy’s paper on folding over the natural numbers. The report casts Danvy’s results as special cases of the pow- erful adjoint-catamorphism theorem of the Algebra of Programming. 1 Context I have been teaching Algebra of Programming to 2nd year courses at Minho Uni- versity since academic year 1998/99, starting just a few days after AFP’98 took place in Braga, where my department is located. -
Friends with Benefits: Implementing Corecursion in Foundational
Friends with Benefits Implementing Corecursion in Foundational Proof Assistants Jasmin Christian Blanchette1;2, Aymeric Bouzy3, Andreas Lochbihler4, Andrei Popescu5;6, and Dmitriy Traytel4 1 Vrije Universiteit Amsterdam, the Netherlands 2 Inria Nancy – Grand Est, Nancy, France 3 Laboratoire d’informatique, École polytechnique, Palaiseau, France 4 Institute of Information Security, Department of Computer Science, ETH Zürich, Switzerland 5 Department of Computer Science, Middlesex University London, UK 6 Institute of Mathematics Simion Stoilow of the Romanian Academy, Bucharest, Romania Abstract. We introduce AmiCo, a tool that extends a proof assistant, Isabelle/ HOL, with flexible function definitions well beyond primitive corecursion. All definitions are certified by the assistant’s inference kernel to guard against in- consistencies. A central notion is that of friends: functions that preserve the pro- ductivity of their arguments and that are allowed in corecursive call contexts. As new friends are registered, corecursion benefits by becoming more expressive. We describe this process and its implementation, from the user’s specification to the synthesis of a higher-order definition to the registration of a friend. We show some substantial case studies where our approach makes a difference. 1 Introduction Codatatypes and corecursion are emerging as a major methodology for programming with infinite objects. Unlike in traditional lazy functional programming, codatatypes support total (co)programming [1, 8, 30, 68], where the defined functions have a simple set-theoretic semantics and productivity is guaranteed. The proof assistants Agda [19], Coq [12], and Matita [7] have been supporting this methodology for years. By contrast, proof assistants based on higher-order logic (HOL), such as HOL4 [64], HOL Light [32], and Isabelle/HOL [56], have traditionally provided only datatypes. -
Abstract Nonsense and Programming: Uses of Category Theory in Computer Science
Bachelor thesis Computing Science Radboud University Abstract Nonsense and Programming: Uses of Category Theory in Computer Science Author: Supervisor: Koen Wösten dr. Sjaak Smetsers [email protected] [email protected] s4787838 Second assessor: prof. dr. Herman Geuvers [email protected] June 29, 2020 Abstract In this paper, we try to explore the various applications category theory has in computer science and see how from this application of category theory numerous concepts in computer science are analogous to basic categorical definitions. We will be looking at three uses in particular: Free theorems, re- cursion schemes and monads to model computational effects. We conclude that the applications of category theory in computer science are versatile and many, and applying category theory to programming is an endeavour worthy of pursuit. Contents Preface 2 Introduction 4 I Basics 6 1 Categories 8 2 Types 15 3 Universal Constructions 22 4 Algebraic Data types 36 5 Function Types 43 6 Functors 52 7 Natural Transformations 60 II Uses 67 8 Free Theorems 69 9 Recursion Schemes 82 10 Monads and Effects 102 11 Conclusions 119 1 Preface The original motivation for embarking on the journey of writing this was to get a better grip on categorical ideas encountered as a student assistant for the course NWI-IBC040 Functional Programming at Radboud University. When another student asks ”What is a monad?” and the only thing I can ex- plain are its properties and some examples, but not its origin and the frame- work from which it comes. Then the eventual answer I give becomes very one-dimensional and unsatisfactory. -
Strong Functional Pearl: Harper's Regular-Expression Matcher In
Strong Functional Pearl: Harper’s Regular-Expression Matcher in Cedille AARON STUMP, University of Iowa, United States 122 CHRISTOPHER JENKINS, University of Iowa, United States of America STEPHAN SPAHN, University of Iowa, United States of America COLIN MCDONALD, University of Notre Dame, United States This paper describes an implementation of Harper’s continuation-based regular-expression matcher as a strong functional program in Cedille; i.e., Cedille statically confirms termination of the program on all inputs. The approach uses neither dependent types nor termination proofs. Instead, a particular interface dubbed a recursion universe is provided by Cedille, and the language ensures that all programs written against this interface terminate. Standard polymorphic typing is all that is needed to check the code against the interface. This answers a challenge posed by Bove, Krauss, and Sozeau. CCS Concepts: • Software and its engineering ! Functional languages; Recursion; • Theory of compu- tation ! Regular languages. Additional Key Words and Phrases: strong functional programming, regular-expression matcher, programming with continuations, recursion schemes ACM Reference Format: Aaron Stump, Christopher Jenkins, Stephan Spahn, and Colin McDonald. 2020. Strong Functional Pearl: Harper’s Regular-Expression Matcher in Cedille. Proc. ACM Program. Lang. 4, ICFP, Article 122 (August 2020), 25 pages. https://doi.org/10.1145/3409004 1 INTRODUCTION Constructive type theory requires termination of programs intended as proofs under the Curry- Howard isomorphism [Sørensen and Urzyczyn 2006]. The language of types is enriched beyond that of traditional pure functional programming (FP) to include dependent types. These allow the expression of program properties as types, and proofs of such properties as dependently typed programs. -
Recursion Patterns As Hylomorphisms
Recursion Patterns as Hylomorphisms Manuel Alcino Cunha [email protected] Techn. Report DI-PURe-03.11.01 2003, November PURe Program Understanding and Re-engineering: Calculi and Applications (Project POSI/ICHS/44304/2002) Departamento de Inform´atica da Universidade do Minho Campus de Gualtar — Braga — Portugal DI-PURe-03.11.01 Recursion Patterns as Hylomorphisms by Manuel Alcino Cunha Abstract In this paper we show how some of the recursion patterns typically used in algebraic programming can be defined using hylomorphisms. Most of these def- initions were previously known. However, unlike previous approaches that use fixpoint induction, we show how to derive the standard laws of each recursion pattern by using just the basic laws of hylomorphisms. We also define the accu- mulation recursion pattern introduced by Pardo using a hylomorphism, and use this definition to derive the strictness conditions that characterize this operator in the presence of partiality. All definitions are implemented and exemplified in Haskell. 1 Introduction The exponential growth in the use of computers in the past decades raised important questions about the correctness of software, specially in safety critical systems. Compared to other areas of engineering, software engineers are still very unfamiliar with the mathematical foundations of computation, and tend to approach programming more as (black) art and less as a science [5]. Ideally, final implementations should be calculated from their specifications, using simple laws that relate programs, in the same way we calculate with mathematical expressions in algebra. The calculational approach is particular appealing in the area of functional programming, since referential transparency ensures that expressions in func- tional programs behave as ordinary expressions in mathematics. -
Some New Approaches in Functional Programming Using Algebras and Coalgebras
Available online at www.sciencedirect.com Electronic Notes in Theoretical Computer Science 279 (3) (2011) 41–62 www.elsevier.com/locate/entcs Some New Approaches in Functional Programming Using Algebras and Coalgebras Viliam Slodiˇc´ak1,2 Pavol Macko3 Department of Computers and Informatics Technical University of Koˇsice Koˇsice, Slovak Republic Abstract In our paper we deal with the expressing of recursion and corecursion in functional programming. We discuss about the morphisms which express the recursion or corecursion, respectively. Here we consider especially the catamorphisms, anamorphisms and their composition called the hylomorphisms. The main essence of this work is to describe a new method of programming the function for calculating the factorial by using hylomorphism. We show that using of hylomorphism is an alternative method for the computation of factorial to recursive methods programmed classically. Our new method we describe in action semantics which is a new formal method for the program description. Keywords: Recursion, duality, hylomorphism, algebra, recursive coalgebras, action semantics. 1 Introduction Recursion is a very useful tool in modern programming languages, in particular when we deal with inductive data structures such as lists, trees, etc. [9]. The theory of recursive functions was developed by Kurt G¨odeland Stephen Kleene in the 1930s. Now the recursion has the great importance in mathematics and in computer science. The recursion method presents very interesting solution of many computational algorithms. It is an inherent part of functional programming. On the other hand, the dual method called corecursion brings the new opportunities in programming. In section 2 we formulate basic notions from the category the- ory, the mathematical tool which importance for theoretical informatics growth in last decade. -
Corecursive Algebras: a Study of General Structured Corecursion (Extended Abstract)
Corecursive Algebras: A Study of General Structured Corecursion (Extended Abstract) Venanzio Capretta1, Tarmo Uustalu2, and Varmo Vene3 1 Institute for Computer and Information Science, Radboud University Nijmegen 2 Institute of Cybernetics, Tallinn University of Technology 3 Department of Computer Science, University of Tartu Abstract. We study general structured corecursion, dualizing the work of Osius, Taylor, and others on general structured recursion. We call an algebra of a functor corecursive if it supports general structured corecur- sion: there is a unique map to it from any coalgebra of the same functor. The concept of antifounded algebra is a statement of the bisimulation principle. We show that it is independent from corecursiveness: Neither condition implies the other. Finally, we call an algebra focusing if its codomain can be reconstructed by iterating structural refinement. This is the strongest condition and implies all the others. 1 Introduction A line of research started by Osius and Taylor studies the categorical foundations of general structured recursion. A recursive coalgebra (RCA) is a coalgebra of a functor F with a unique coalgebra-to-algebra morphism to any F -algebra. In other words, it is an algebra guaranteeing unique solvability of any structured recursive diagram. The notion was introduced by Osius [Osi74] (it was also of interest to Eppendahl [Epp99]; we studied construction of recursive coalgebras from coalgebras known to be recursive with the help of distributive laws of functors over comonads [CUV06]). Taylor introduced the notion of wellfounded coalgebra (WFCA) and proved that, in a Set-like category, it is equivalent to RCA [Tay96a,Tay96b],[Tay99, Ch.