Comparison of multi-paradigm programming languages
Programming languages can be grouped by the number and types of paradigms supported.
Paradigm summaries
A concise reference for the programming paradigms listed in this article.
- Concurrent programming – have language constructs for concurrency, these may involve multi-threading, support for distributed computing, message passing, shared resources (including shared memory), or futures
- Actor programming – concurrent computation with actors that make local decisions in response to the environment (capable of selfish or competitive behaviour)
- Constraint programming – relations between variables are expressed as constraints (or constraint networks), directing allowable solutions (uses constraint satisfaction or simplex algorithm)
- Dataflow programming – forced recalculation of formulas when data values change (e.g. spreadsheets)
- Declarative programming – describes what computation should perform, without specifying detailed state changes c.f. imperative programming (functional and logic programming are major subgroups of declarative programming)
- Distributed programming – have support for multiple autonomous computers that communicate via computer networks
- Functional programming – uses evaluation of mathematical functions and avoids state and mutable data
- Generic programming – uses algorithms written in terms of to-be-specified-later types that are then instantiated as needed for specific types provided as parameters
- Imperative programming – explicit statements that change a program state
- Logic programming – uses explicit mathematical logic for programming
- Metaprogramming – writing programs that write or manipulate other programs (or themselves) as their data, or that do part of the work at compile time that would otherwise be done at runtime
- Template metaprogramming – metaprogramming methods in which a compiler uses templates to generate temporary source code, which is merged by the compiler with the rest of the source code and then compiled
- Reflective programming – metaprogramming methods in which a program modifies or extends itself
- Object-oriented programming – uses data structures consisting of data fields and methods together with their interactions (objects) to design programs
- Class-based – object-oriented programming in which inheritance is achieved by defining classes of objects, versus the objects themselves
- Prototype-based – object-oriented programming that avoids classes and implements inheritance via cloning of instances
- Pipeline programming – a simple syntax change to add syntax to nest function calls to language originally designed with none
- Rule-based programming – a network of rules of thumb that comprise a knowledge base and can be used for expert systems and problem deduction & resolution
- Visual programming – manipulating program elements graphically rather than by specifying them textually (e.g. Simulink); also termed diagrammatic programming[1]
Language overview
Language | Number of paradigms | Concurrent | Constraints | Dataflow | Declarative | Distributed | Functional | Metaprogramming | Generic | Imperative | Logic | Reflection | Objectoriented | Pipelines | Visual | Rule-based | Other paradigms |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Ada[2][3][4][5][6] | 5 | Yes[a 1] | No | No | No | Yes | No | No | Yes | Yes | No | No | Yes[a 2] | No | No | No | No |
ALF | 2 | No | No | No | No | No | Yes | No | No | No | Yes | No | No | No | No | No | No |
AmigaE | 2 | No | No | No | No | No | No | No | No | Yes | No | No | Yes[a 2] | No | No | No | No |
APL | 3 | No | No | No | No | No | Yes | No | No | Yes | No | No | No | No | No | No | Array (multi-dimensional) |
BETA | 3 | No | No | No | No | No | Yes | No | No | Yes | No | No | Yes[a 2] | No | No | No | No |
C++ | 7 (15) | Yes[7][8][9] | Library[10] | Library[11][12] | Library[13][14] | Library[15][16] | Yes | Yes[17] | Yes[a 3] | Yes | Library[18][19] | Library[20] | Yes[a 2] | Yes[21] | No | Library[22] | Array (multi-dimensional; using STL) |
C# | 6 (7) | Yes | No | Library[a 4] | No | No | Yes[a 5] | No | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | reactive[a 6] |
ChucK | 3 | Yes | No | No | No | No | No | No | No | Yes | No | No | Yes[a 2] | No | No | No | No |
Claire | 2 | No | No | No | No | No | Yes | No | No | No | No | No | Yes[a 2] | No | No | No | No |
Clojure | 5 | Yes[23][24] | No | No | Yes | No | Yes[25] | Yes[26] | No | No | Library[27] | No | No | Yes[28] | Editor[29] | No | Multiple dispatch,[30] Agents[31] |
Common Lisp | 7 (14) | Library[32] | Library[33] | Library[34] | Yes[35] | Library[36] | Yes | Yes | Yes[37] | Yes | Library[38] | Yes | Yes (multiple dispatch, method combinations)[39][a 2] | Library[40] | Library[41] | Library[42] | Multiple dispatch, meta-OOP system,[43] Language is extensible via metaprogramming. |
Curl | 5 | No | No | No | No | No | Yes | No | Yes[a 3] | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Curry | 4 | Yes | Yes | No | No | No | Yes | No | No | No | Yes | No | No | No | No | No | No |
D (version 2.0)[44][45] | 7 | Yes[a 7] | No | No | No | No | Yes | Yes[46][a 3] | Yes[a 3] | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Delphi | 3 | No | No | No | No | No | No | No | Yes[a 3] | Yes | No | No | Yes[a 2] | No | No | No | No |
Dylan | 3 | No | No | No | No | No | Yes | No | No | No | No | Yes | Yes[a 2] | No | No | No | No |
E | 3 | Yes | No | No | No | Yes | No | No | No | No | No | No | Yes[a 2] | No | No | No | No |
ECMAScript[47][48] (ActionScript, E4X, JavaScript, JScript) | 4 (5) | partial (promises, native extensions)[a 8] | No | No | Library[49][50] | No | Yes | No | No | Yes | No | Yes | Yes[a 9] | Library[51][52] | Editor[53] | No | reactive,[a 10][54] event driven[a 11][a 12] |
Erlang | 3 | Yes | No | No | Yes | Yes | Yes | No | No | No | No | No | No | Yes | No | No | No |
Elixir | 4 | Yes | No | No | No | Yes | Yes | Yes | No | No | No | No | No | Yes | No | No | No |
Elm | 6 | Yes | No | Yes | Yes | No | Yes (pure)[a 13] | No | Yes | No | No | No | No | Yes | No | No | reactive |
F# | 7 (8) | Yes[a 7] | No | Library[a 4] | Yes | No | Yes | No | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | reactive[a 6] |
Fortran | 4 (5) | Yes | No | No | No | No | Yes[a 13] | No | Yes[a 14] | No | No | No | Yes[a 2] | No | No | No | Array (multi-dimensional) |
Go | 4 | Yes | No | No | No | No | No | No | No | Yes | No | Yes | No | Yes | No | No | No |
Haskell | 8 (15) | Yes | Library[55] | Library[56] | Yes | Library[57] | Yes (lazy) (pure)[a 13] | Yes[58] | Yes | Yes | Library[59] | No | Immutable | Yes | Yes | Library[60] | literate, reactive, dependent types (partial) |
Io | 4 | Yes[a 7] | No | No | No | No | Yes | No | No | Yes | No | No | Yes[a 9] | No | No | No | No |
J | 3 | No | No | No | No | No | Yes | No | No | Yes | No | No | Yes[a 2] | No | No | No | No |
Java | 6 | Yes | Library[61] | Library[62] | No | No | Yes | No | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Julia | 9 (17) | Yes | Library[63] | Library[64][65] | Library[66] | Yes | Yes (eager) | Yes | Yes | Yes | Library[67] | Yes | Yes (multiple dispatch, not traditional single) | Yes | No | Library[68][69] | Multiple dispatch, Array (multi-dimensional); optionally lazy[70] and reactive (with libraries) |
Kotlin | 8 | Yes | No | No | No | No | Yes | Yes | Yes | Yes | No | Yes | Yes | Yes | No | No | No |
LabVIEW | 4 | Yes | No | Yes | No | No | No | No | No | No | No | No | Yes | No | Yes | No | No |
Lava | 2 | No | No | No | No | No | No | No | No | No | No | No | Yes[a 2] | No | Yes | No | No |
LispWorks (version 6.0 with support for symmetric multi-processing, rules, logic (Prolog), CORBA) | 9 | Yes | No | No | No | Yes | Yes | Yes | No | Yes | Yes | Yes | Yes[a 2] | No | No | Yes | No |
Lua | 3 | No | No | No | No | No | Yes | No | No | Yes | No | No | Yes[a 9] | No | No | No | No |
MATLAB | 6 (10) | Toolbox[71] | Toolbox[72] | Yes[73] | No | Toolbox[74] | No | Yes[75] | Yes[76] | No | No | Yes[77] | Yes[78] | No | Yes[79] | No | Array (multi-dimensional) |
Nemerle | 7 | Yes | No | No | No | No | Yes | Yes | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Object Pascal | 4 | Yes | No | No | No | No | Yes | No | No | Yes | No | No | Yes[a 2] | No | No | No | No |
OCaml | 4 | No | No | No | No | No | Yes | No | Yes | Yes | No | No | Yes[a 2] | No | No | No | No |
Oz | 11 | Yes | Yes | Yes | Yes | Yes | Yes | No | No | Yes | Yes | No | Yes[a 2] | Yes | No | Yes | No |
Perl | 8 (9) | Yes[80] | Library[81] | Yes[82] | No | No | Yes | Yes | No | Yes | No | Yes[a 2] | Yes[a 2] | Yes | No | No | No |
PHP[83][84][85] | 4 | No | No | No | No | No | Yes | No | No | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Poplog | 3 | No | No | No | No | No | Yes | No | No | Yes | Yes | No | No | No | No | No | No |
Prograph | 3 | No | No | Yes | No | No | No | No | No | No | No | No | Yes[a 2] | No | Yes | No | No |
Python | 5 (10) | Library[86][87] | Library[88] | No | No | Library[89] | Yes | Yes[90][91] | Yes[92][93] | Yes | Library[94] | Yes | Yes[a 2] | No | Editor[95] | No | structured |
R | 4 (6) | Library[96] | No | No | No | Library[97] | Yes | No | No | Yes | No | Yes | Yes | Yes[98] | No | No | Array (multi-dimensional) |
Racket | 10 | Yes[99] | Yes[100] | Yes[101] | No | Yes[102] | Yes | Yes | No | Yes | Yes | Yes | Yes | No | No | No | Lazy[103] |
Raku | 10 | Yes[104] | Yes[105] | Yes[106] | No | Library[107] | Yes | Yes[108] | Yes[109] | Yes | No | Yes[110] | Yes[111] | Yes | No | No | Multiple dispatch, lazy lists, reactive. |
ROOP | 3 | No | No | No | No | No | No | No | No | Yes | Yes | No | No | No | No | Yes | No |
Ruby | 5 | No | No | No | No | No | Yes | Yes | No | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Rust (version 1.0.0-alpha) | 6 | Yes[a 7] | No | No | No | No | Yes | Yes[112][113] | Yes[114] | Yes | No | No | Yes | No | No | No | linear, affline, and ownership types |
Sather | 2 | No | No | No | No | No | Yes | No | No | No | No | No | Yes[a 2] | No | No | No | No |
Scala[115][116] | 9 | Yes[a 7] | No | Yes[a 15] | Yes | No | Yes | Yes | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | No |
Simula | 2 | No | No | No | No | No | No | No | No | Yes | No | No | Yes[a 2] | No | No | No | No |
SISAL | 3 | Yes | No | Yes | No | No | Yes | No | No | No | No | No | No | No | No | No | No |
Spreadsheets | 2 | No | No | No | No | No | Yes | No | No | No | No | No | No | No | Yes | No | No |
Swift | 7 | Yes | No | No | No | No | Yes | Yes | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | block-structured |
Tcl with Snit extension | 3 | No | No | No | No | No | Yes[117] | No | No | Yes | No | No | Yes[a 9][118] | No | No | No | No |
Visual Basic .NET | 6 (7) | Yes | No | Library[a 4] | No | No | Yes | No | Yes | Yes | No | Yes | Yes[a 2] | No | No | No | reactive[a 6] |
Windows PowerShell | 6 | No | No | No | No | No | Yes | No | Yes | Yes | No | Yes | Yes[a 2] | Yes | No | No | No |
Wolfram Language & Mathematica | 13[119] (14) | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes[120] | No | Yes | Knowledge Based |
See also
Notes
- rendezvous and monitor-like based
- Class-based
- Template metaprogramming
- using TPL Dataflow
- only lambda support (lazy functional programming)
- using Reactive Extensions (Rx)
- actor programming
- using Node.js' cluster module or child_process.fork method, web workers in the browser, etc.
- Prototype-based
- using Reactive Extensions (RxJS)
- in Node.js via their events module
- in browsers via their native EventTarget API
- purely functional
- parameterized classes
- Akka Archived 2013-01-19 at the Wayback Machine
Citations
- Bragg, S.D.; Driskill, C.G. (20–22 September 1994). "Diagrammatic-graphical programming languages and DoD-STD-2167A". Proceedings of AUTOTESTCON '94 (IEEEXplore). Institute of Electrical and Electronics Engineers (IEEE). pp. 211–220. doi:10.1109/AUTEST.1994.381508. ISBN 978-0-7803-1910-3. S2CID 62509261.
- Ada Reference Manual, ISO/IEC 8652:2005(E) Ed. 3, Section 9: Tasks and Synchronization
- Ada Reference Manual, ISO/IEC 8652:2005(E) Ed. 3 Annex E: Distributed Systems
- Ada Reference Manual, ISO/IEC 8652:2005(E) Ed. 3, Section 12: Generic Units
- Ada Reference Manual, ISO/IEC 8652:2005(E) Ed. 3, Section 6: Subprograms
- Ada Reference Manual, ISO/IEC 8652:2005(E) Ed. 3, 3.9 Tagged Types and Type Extensions
- Thread support
- Atomics support
- Memory model
- Gecode
- SystemC
- Boost.Iostreams
- Boolinq
- AraRat
- OpenMPI
- Boost.MPI
- Boost.MPL
- LC++
- Castor Archived 2013-01-25 at the Wayback Machine
- Reflect Library
- N3534
- Boost.Spirit
- Clojure - Concurrent Programming
- Clojure - core.async
- Clojure - Functional Programming
- Clojure - Macros
- Clojure - core.logic
- Clojure - Threading Macros Guide
- "Light Table". 2019-04-08.
- Multimethods and Hierarchies
- Agents and Asynchronous Actions
- many concurrency paradigms implemented as language extensions
- constraint programming inside CL through extensions
- dataflow extension
- by creating DSLs using the built-in metaprogramming; also see note on functional, constraint and logic paradigms, which are part of declarative
- MPI, etc via language extensions
- template metaprogramming using macros (see C++)
- Prolog implemented as a language extension
- Common Lisp Object System see Wikipedia article on CLOS, the Common Lisp Object System.
- implemented by the user via a short macro, example of implementation
- - Visual programming tool based on Common Lisp
- rule-based programming extension
- through the Meta Object Protocol
- D Language Feature Table
- Phobos std.algorithm
- D language String Mixins
- The Little JavaScripter demonstrates fundamental commonality with Scheme, a functional language.
- Object-Oriented Programming in JavaScript Archived 2019-02-10 at the Wayback Machine gives an overview of object-oriented programming techniques in JavaScript.
- "React – A JavaScript library for building user interfaces". 2019-04-08.
- "TNG-Hooks". GitHub. 2019-04-08.
- "Lodash documentation". 2019-04-08.
- "mori". 2019-04-08.
- "Light Table". 2019-04-08.
- "TNG-Hooks". GitHub. 2019-04-08.
- "Prolog embedding". Haskell.org.
- "Functional Reactive Programming". HaskellWiki.
- Cloud Haskell
- "Template Haskell". HaskellWiki.
- "Logict: A backtracking logic-programming monad". Haskell.org.
- Kollmansberger, Steve; Erwig, Martin (30 May 2006). "Haskell Rules: Embedding Rule Systems in Haskell" (PDF). Oregon State University.
- https://jcp.org/en/jsr/detail?id=331 JSR 331: Constraint Programming API
- https://github.com/GoogleCloudPlatform/DataflowJavaSDK Google Cloud Platform Dataflow SDK
- "JuliaOpt/JuMP.jl". GitHub. JuliaOpt. 11 February 2020. Retrieved 12 February 2020.
- "GitHub - MikeInnes/DataFlow.jl". GitHub. 2019-01-15.
- "GitHub - JuliaGizmos/Reactive.jl: Reactive programming primitives for Julia". GitHub. 2018-12-28.
- https://github.com/davidanthoff/Query.jl Query almost anything in julia
- https://github.com/lilinjn/LilKanren.jl A collection of Kanren implementations in Julia
- "GitHub - abeschneider/PEGParser.jl: PEG Parser for Julia". GitHub. 2018-12-03.
- "GitHub - gitfoxi/Parsimonious.jl: A PEG parser generator for Julia". GitHub. 2017-08-03.
- Lazy https://github.com/MikeInnes/Lazy.jl
- "Execute loop iterations in parallel". mathworks.com. Retrieved 21 October 2016.
- "Write Constraints". mathworks.com. Retrieved 21 October 2016.
- "Getting Started with SimEvents". mathworks.com. Retrieved 21 October 2016.
- "Execute loop iterations in parallel". mathworks.com. Retrieved 21 October 2016.
- "Execute MATLAB expression in text - MATLAB eval". mathworks.com. Retrieved 21 October 2016.
- "Determine class of object". mathworks.com. Retrieved 21 October 2016.
- "Class Metadata". mathworks.com. Retrieved 21 October 2016.
- "Object-Oriented Programming". mathworks.com. Retrieved 21 October 2016.
- "Simulink". mathworks.com. Retrieved 21 October 2016.
- interpreter based threads
- Moose
- Higher Order Perl
- PHP Manual, Chapter 17. Functions
- PHP Manual, Chapter 19. Classes and Objects (PHP 5)
- PHP Manual, Anonymous functions
- "Parallel Processing and Multiprocessing in Python". wiki.python.org. Retrieved 21 October 2016.
- "threading — Higher-level threading interface". docs.python.org. Retrieved 21 October 2016.
- "python-constraint". pypi.python.org. Retrieved 21 October 2016.
- "DistributedProgramming". wiki.python.org. Retrieved 21 October 2016.
- "Chapter 9. Metaprogramming". chimera.labs.oreilly.com. Archived from the original on 23 October 2016. Retrieved 22 October 2016.
- "Metaprogramming". readthedocs.io. Retrieved 22 October 2016.
- "PEP 443 – Single-dispatch generic functions". python.org. Retrieved 22 October 2016.
- "PEP 484 – Type Hints". python.org. Retrieved 22 October 2016.
- "PyDatalog". Retrieved 22 October 2016.
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- "Futureverse".
- "future batchtools".
- "Magrittr: A Forward Pipe Operator for R". cran.r-project.org\access-date=13 July 2017. 17 November 2020.
- Racket Guide: Concurrency and Synchronization
- The Rosette Guide
- FrTime: A Language for Reactive Programs
- Racket Guide: Distributed Places
- Lazy Racket
- Channels and other mechanisms
- "Class Signature".
- Feed operator
- https://github.com/perl6/doc/issues/1744#issuecomment-360565196 Cro module
- "Meta-programming: What, why and how". 2011-12-14.
- https://perl6advent.wordpress.com/2009/12/18/day-18-roles/ Parametrized Roles
- "Meta-object protocol (MOP)".
- https://docs.perl6.org/language/classtut Classes and Roles
- "The Rust macros guide". Rust. Retrieved 19 January 2015.
- "The Rust compiler plugins guide". Rust. Retrieved 19 January 2015.
- The Rust Reference §6.1.3.1
- An Overview of the Scala Programming Language
- Scala Language Specification
- "Tcl Programming/Introduction". en.wikibooks.org. Retrieved 22 October 2016.
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- Notes for Programming Language Experts, Wolfram Language Documentation.
- External Programs, Wolfram Language Documentation.
References
- Jim Coplien, Multiparadigm Design for C++, Addison-Wesley Professional, 1998.
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