Dependent type explained
In computer science and logic, a dependent type is a type whose definition depends on a value. It is an overlapping feature of type theory and type systems. In intuitionistic type theory, dependent types are used to encode logic's quantifiers like "for all" and "there exists". In functional programming languages like Agda, ATS, Coq, F*, Epigram, Idris, and Lean, dependent types help reduce bugs by enabling the programmer to assign types that further restrain the set of possible implementations.
Two common examples of dependent types are dependent functions and dependent pairs. The return type of a dependent function may depend on the value (not just type) of one of its arguments. For instance, a function that takes a positive integer
may return an array of length
, where the array length is part of the type of the array. (Note that this is different from
polymorphism and
generic programming, both of which include the type as an argument.) A dependent pair may have a second value, the type of which depends on the first value. Sticking with the array example, a dependent pair may be used to pair an array with its length in a type-safe way.
Dependent types add complexity to a type system. Deciding the equality of dependent types in a program may require computations. If arbitrary values are allowed in dependent types, then deciding type equality may involve deciding whether two arbitrary programs produce the same result; hence the decidability of type checking may depend on the given type theory's semantics of equality, that is, whether the type theory is intensional or extensional.
History
In 1934, Haskell Curry noticed that the types used in typed lambda calculus, and in its combinatory logic counterpart, followed the same pattern as axioms in propositional logic. Going further, for every proof in the logic, there was a matching function (term) in the programming language. One of Curry's examples was the correspondence between simply typed lambda calculus and intuitionistic logic.
Predicate logic is an extension of propositional logic, adding quantifiers. Howard and de Bruijn extended lambda calculus to match this more powerful logic by creating types for dependent functions, which correspond to "for all", and dependent pairs, which correspond to "there exists".
(Because of this and other work by Howard, propositions-as-types is known as the Curry–Howard correspondence.)
Formal definition
Loosely speaking, dependent types are similar to the type of an indexed family of sets. More formally, given a type
in a universe of types
, one may have a
family of types
, which assigns to each term
a type
. We say that the type varies with .
Π type
A function whose type of return value varies with its argument (i.e. there is no fixed codomain) is a dependent function and the type of this function is called dependent product type, pi-type ( type) or dependent function type. From a family of types
we may construct the type of dependent functions
, whose terms are functions that take a term
and return a term in
. For this example, the dependent function type is typically written as
or
.
If
is a constant function, the corresponding dependent product type is equivalent to an ordinary
function type. That is,
is judgmentally equal to
when does not depend on .
The name 'Π-type' comes from the idea that these may be viewed as a Cartesian product of types. Π-types can also be understood as models of universal quantifiers.
For example, if we write
for
n-tuples of real numbers, then
would be the type of a function which, given a
natural number, returns a tuple of real numbers of size . The usual function space arises as a special case when the range type does not actually depend on the input. E.g.
is the type of functions from natural numbers to the real numbers, which is written as
in typed lambda calculus.
For a more concrete example, taking to be the type of unsigned integers from 0 to 255 (the ones that fit into 8 bits or 1 byte) and for, then devolves into the product of .
Σ type
The dual of the dependent product type is the dependent pair type, dependent sum type, sigma-type, or (confusingly) dependent product type. Sigma-types can also be understood as existential quantifiers. Continuing the above example, if, in the universe of types
, there is a type
and a family of types
, then there is a dependent pair type
. (The alternative notations are similar to that of types.)
The dependent pair type captures the idea of an ordered pair where the type of the second term is dependent on the value of the first. If then
and
. If is a constant function, then the dependent pair type becomes (is judgementally equal to) the
product type, that is, an ordinary Cartesian product
.
[1] For a more concrete example, taking to again be type of unsigned integers from 0 to 255, and to again be equal to for 256 more arbitrary, then devolves into the sum .
Example as existential quantification
Let
be some type, and let
. By the Curry–Howard correspondence, can be interpreted as a logical
predicate on terms of . For a given
, whether the type is inhabited indicates whether satisfies this predicate. The correspondence can be extended to existential quantification and dependent pairs: the proposition
is true
if and only if the type
is inhabited.
For example,
is less than or equal to
if and only if there exists another natural number
such that . In logic, this statement is codified by existential quantification:
This proposition corresponds to the dependent pair type:
That is, a proof of the statement that is less than or equal to is a pair that contains both a non-negative number, which is the difference between and, and a proof of the equality .
Systems of the lambda cube
Henk Barendregt developed the lambda cube as a means of classifying type systems along three axes. The eight corners of the resulting cube-shaped diagram each correspond to a type system, with simply typed lambda calculus in the least expressive corner, and calculus of constructions in the most expressive. The three axes of the cube correspond to three different augmentations of the simply typed lambda calculus: the addition of dependent types, the addition of polymorphism, and the addition of higher kinded type constructors (functions from types to types, for example). The lambda cube is generalized further by pure type systems.
First order dependent type theory
The system
of pure first order dependent types, corresponding to the logical framework LF, is obtained by generalising the function space type of the
simply typed lambda calculus to the dependent product type.
Second order dependent type theory
The system
of second order dependent types is obtained from
by allowing quantification over type constructors. In this theory the dependent product operator subsumes both the
operator of simply typed lambda calculus and the
binder of
System F.
Higher order dependently typed polymorphic lambda calculus
The higher order system
extends
to all four forms of abstraction from the
lambda cube: functions from terms to terms, types to types, terms to types and types to terms. The system corresponds to the
calculus of constructions whose derivative, the
calculus of inductive constructions is the underlying system of
the Coq proof assistant.
Simultaneous programming language and logic
The Curry–Howard correspondence implies that types can be constructed that express arbitrarily complex mathematical properties. If the user can supply a constructive proof that a type is inhabited (i.e., that a value of that type exists) then a compiler can check the proof and convert it into executable computer code that computes the value by carrying out the construction. The proof checking feature makes dependently typed languages closely related to proof assistants. The code-generation aspect provides a powerful approach to formal program verification and proof-carrying code, since the code is derived directly from a mechanically verified mathematical proof.
Comparison of languages with dependent types
Language | Actively developed | Paradigm | | Proof terms | | Types can depend on | | | | Extraction erases irrelevant terms |
---|
Ada 2012 | [2] | Imperative | [3] | | | term | | | | |
| [4] | | Few/limited | | | term | | Proof-irrelevant arguments[5] Proof-irrelevant propositions[6] | | |
| [7] | Functional / imperative | [8] | | | [9] | | | | |
| | Purely functional | | | | term | | | | |
Gallina (Coq) | [10] | Purely functional | | | | term | | [11] | | |
| | | | | | Natural numbers | | | | |
| [12] | Functional and imperative | [13] | | | pure term | | | | |
Guru | [14] | Purely functional[15] | [16] | | | term | | | | |
| [17] | Purely functional[18] | [19] | | | term | | | | |
| | Purely functional | | | | term | | | | |
| [20] | Purely functional | | | | term | | | | |
| | Purely functional | | | | term | | | | |
| | | | | | | | | | |
Sage | | Purely functional | | | | | | | | |
| | | | | | (LF) term | | | | | |
See also
Further reading
- Book: Martin-Löf, Per . Per Martin-Löf . 1984 . Intuitionistic Type Theory . Bibliopolis .
- Book: Programming in Martin-Löf's Type Theory: An Introduction . Bengt . Nordström . Bengt Nordström . Kent . Petersson . Jan M. . Smith . 1990 . Oxford University Press . 9780198538141 .
- Book: Barendregt, H. . S. . Abramsky . D. . Gabbay . T. . Maibaum . Lambda calculi with types . ftp://ftp.cs.ru.nl/pub/CompMath.Found/HBK.ps . Handbook of Logic in Computer Science . . 1992 . 10.1017/CBO9781139032636. 2066/17231. free.
- Brandl, Helmut (2022). Calculus of Constructions
- Conor . McBride . Conor McBride . James . McKinna . James McKinna . January 2004 . The view from the left . . 14 . 1 . 69–111 . 10.1017/s0956796803004829 . 6232997 . free .
- Book: Thorsten . Altenkirch . Thorsten Altenkirch . Conor . McBride . Conor McBride . James . McKinna . James McKinna . 2006 . Why dependent types matter . http://www.cs.nott.ac.uk/~txa/publ/ydtm.pdf . Proceedings of the 33rd ACM SIGPLAN-SIGACT Symposium on Principles of Programming Languages, POPL 2006, Charleston, South Carolina, USA, January 11-13 . 1-59593-027-2 .
- Norell . Ulf . Towards a practical programming language based on dependent type theory . PhD . Department of Computer Science and Engineering, Chalmers University of Technology . Göteborg, Sweden . September 2007 . 978-91-7291-996-9 .
- Book: Oury . Nicolas . Swierstra . Wouter . 2008 . https://www.cs.ru.nl/~wouters/Publications/ThePowerOfPi.pdf . The Power of Pi . 10.1145/1411204.1411213 . ICFP '08: Proceedings of the 13th ACM SIGPLAN international conference on Functional programming . 9781595939197 . 39–50 . 16176901 .
- Book: Norell, Ulf . http://www.cse.chalmers.se/~ulfn/papers/afp08/tutorial.pdf . Dependently Typed Programming in Agda . 10.1007/978-3-642-04652-0_5 . 230–266 . Koopman . P. . Plasmeijer . R. . Swierstra . D. . Advanced Functional Programming. AFP 2008 . Lecture Notes in Computer Science . 5832 . Springer . 978-3-642-04651-3 . 2009 .
- Book: Sitnikovski, Boro . 2018 . 978-1723139413 . Gentle Introduction to Dependent Types with Idris . Lean Publishing .
- Book: Conor . McBride . Conor McBride . Fredrik . Nordvall-Forsberg . Type systems for programs respecting dimensions . https://strathprints.strath.ac.uk/76626/1/McBride_etal_amctmtxii2021_type_systems_for_programs_respecting_dimensions.pdf . Advanced Mathematical and Computational Tools in Metrology and Testing XII . World Scientific . 2022 . 9789811242380 . 331–345 . 10.1142/9789811242380_0020 . Advances in Mathematics for Applied Sciences . 243831207 .
External links
Notes and References
- Altenkirch . Thorsten . Danielsson . Nils Anders . Löh . Andres . Oury . Nicolas . Blume . Matthias . Kobayashi . Naoki . Vidal . Germán . ΠΣ: Dependent Types without the Sugar . https://www.cs.nott.ac.uk/~psztxa/publ/pisigma-new.pdf . 10.1007/978-3-642-12251-4_5 . 40–55 . Springer . Lecture Notes in Computer Science . Functional and Logic Programming, 10th International Symposium, FLOPS 2010, Sendai, Japan, April 19-21, 2010. Proceedings . 6009 . 2010.
- Web site: GNAT Community download page.
- Web site: §3.2.4 Subtype Predicates . Ada Reference Manual . 2012 .
- Web site: Agda download page.
- Web site: Announce: Agda 2.2.8. 2010-09-28. https://web.archive.org/web/20110718034319/http://permalink.gmane.org/gmane.comp.lang.agda/2051. 2011-07-18. dead.
- Web site: Agda 2.6.0 changelog.
- Web site: ATS2 downloads.
- Web site: email from ATS inventor Hongwei Xi.
- Web site: Applied Type System: An Approach to Practical Programming with Theorem-Proving . Xi . Hongwei . March 2017 . 1703.08683.
- Web site: Coq CHANGES in Subversion repository.
- Web site: Introduction of SProp in Coq 8.10.
- Web site: F* changes on GitHub. .
- Web site: F* v0.9.5.0 release notes on GitHub. .
- Web site: Guru SVN.
- Web site: Verified Programming in Guru. Aaron Stump. 6 April 2009. 28 September 2010. dead. https://web.archive.org/web/20091229234011/http://guru-lang.googlecode.com/svn/branches/1.0/doc/book.pdf. 29 December 2009.
- Deciding Joinability Modulo Ground Equations in Operational Type Theory . Adam . Petcher. May 2008 . MSc . Washington University . 14 October 2010.
- Web site: Idris git repository. . 17 May 2022 .
- Web site: Idris, a language with dependent types — extended abstract . Brady . Edwin . 10.1.1.150.9442 .
- Web site: How does Idris compare to other dependently-typed programming languages?. Edwin . Brady.
- Web site: Matita SVN. 2010-09-29. https://web.archive.org/web/20060508150758/http://helm.cs.unibo.it/websvn/listing.php?repname=helm&path=%2F&sc=0. 2006-05-08. dead.