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Type inference

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allows for hybrid approaches where the type of arguments supplied by the various calling context is known at compile time, and can generate a large number of compiled versions of the same function. Each compiled version can then be optimized for a different set of types. For instance, JIT compilation
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and has been known to be correct since 1982. It revisits the prior inferences and uses the most general type from the outset: in this case floating-point. This can however have detrimental implications, for instance using a floating-point from the outset can introduce precision issues that would have
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A term's type can also affect the interpretation of operations involving that term. For instance, "a song" is of composable type, so we interpret it as the thing created in the phrase "write a song". On the other hand, "a friend" is of recipient type, so we interpret it as the addressee in the phrase
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Frequently, however, degenerate type-inference algorithms are used that cannot backtrack and instead generate an error message in such a situation. This behavior may be preferable as type inference may not always be neutral algorithmically, as illustrated by the prior floating-point precision issue.
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In a typed language, a term's type determines the ways it can and cannot be used in that language. For example, consider the English language and terms that could fill in the blank in the phrase "sing _." The term "a song" is of singable type, so it could be placed in the blank to form a meaningful
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from context. For example, in the phrase "I bought it for a song", we can observe that trying to give the term "a song" types like "singable" and "composable" would lead to nonsense, whereas the type "amount of currency" works out. Therefore, without having to be told, we conclude that "song" here
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Terms with different types can even refer to materially the same thing. For example, we would interpret "to hang up the clothes line" as putting it into use, but "to hang up the leash" as putting it away, even though, in context, both "clothes line" and "leash" might refer the same rope, just at
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The algorithms used by programs like compilers are equivalent to the informally structured reasoning above, but a bit more verbose and methodical. The exact details depend on the inference algorithm chosen (see the following section for the best-known algorithm), but the example below gives the
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To obtain the information required to infer the type of an expression, the compiler either gathers this information as an aggregate and subsequent reduction of the type annotations given for its subexpressions, or through an implicit understanding of the type of various atomic values (e.g.
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true : Bool; 42 : Integer; 3.14159 : Real; etc.). It is through recognition of the eventual reduction of expressions to implicitly typed atomic values that the compiler for a type inferring language is able to compile a program completely without type annotations.
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Finally, a significant downside of complex type-inference algorithm is that the resulting type inference resolution is not going to be obvious to humans (notably because of the backtracking), which can be detrimental as code is primarily intended to be comprehensible to humans.
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By design, type inference will infer the most general type appropriate. However, many languages, especially older programming languages, have slightly unsound type systems, where using a more general types may not always be algorithmically neutral. Typical cases include:
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The type might be provided from somewhere outside the passage. For instance, if a speaker refers to "a song" in English, they generally do not have to tell the listener that "a song" is singable and composable; that information is part of their shared background
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of a function, without explicit type annotations having been given. In many cases, it is possible to omit type annotations from a program completely if the type inference system is robust enough, or the program or language is simple enough.
1877:. If a term is well-typed in accordance with Hindley–Milner typing rules, then the rules generate a principal typing for the term. The process of discovering this principal typing is the process of "reconstruction". 1872:
The algorithm first used to perform type inference is now informally termed the Hindley–Milner algorithm, although the algorithm should properly be attributed to Damas and Milner. It is also traditionally called
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arises when anything can be a set element and any predicate can define a set, but more careful typing gives several ways to resolve the paradox. In fact, Russell's paradox sparked early versions of type theory.
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phrase: "sing a song." On the other hand, the term "a friend" does not have the singable type, so "sing a friend" is nonsense. At best it might be metaphor; bending type rules is a feature of poetic language.
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Typings are often used to prevent an object from being considered too generally. For instance, if the type system treats all numbers as the same, then a programmer who accidentally writes code where
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Then we substitute until no further variables can be eliminated. The exact order is immaterial; if the code type-checks, any order will lead to the same final form. Let us begin by substituting
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Type inference is the ability to automatically deduce, either partially or fully, the type of an expression at compile time. The compiler is often able to infer the type of a variable or the
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is known to be undecidable. Furthermore, explicit type annotations can be used to optimize code by forcing the compiler to use a more specific (faster/smaller) type than it had inferred.
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Floating-point types being considered as generalizations of integer types. Actually, floating-point arithmetic has different precision and wrapping issues than integers do.
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In a typing, an expression E is opposed to a type T, formally written as E : T. Usually a typing only makes sense within some context, which is omitted here.
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_ : T? The other way round. Given only a type, is there any expression for it or does the type have no values? Is there any example of a T? This is known as
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is supposed to mean "4 seconds" but is interpreted as "4 meters" would have no warning of their mistake until it caused problems at runtime. By incorporating
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can provide more complete type inference. The ability to infer types automatically makes many programming tasks easier, leaving the programmer free to omit
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Variant/dynamic types being considered as generalizations of other types in cases where this affects the selection of operator overloads. For example, the
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to a floating point. This can be correct if the calling contexts never supply a floating point argument. Such a situation shows the difference between
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blurs the distinction between run time and compile time. However, historically, if the type of a value is known only at run-time, these languages are
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in their code, where the colon is the conventional mathematical symbol to mark a term with its type. That is, this statement is not only setting
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In the imaginary language in which the last example is written, the compiler would assume that, in the absence of information to the contrary,
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Then we make fresh type variables for subexpressions built from these terms, constraining the type of the function being invoked accordingly:
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aims to alleviate this burden, freeing the author from declaring types that the computer should be able to deduce from context.
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for both integer and floating-point expressions. The correct type-inference algorithm for such a situation has been known
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E : T? In this case, both an expression E and a type T are given. Now, is E really a T? This scenario is known as
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Especially in programming languages, there may not be much shared background knowledge available to the computer. In
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E : _? Here, only the expression is known. If there is a way to derive a type for E, then we have accomplished
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finally proved that Milner's algorithm is complete and extended it to support systems with polymorphic references.
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It turns out that this is also the most general type, since no further constraints apply. As the inferred type of
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is an integer. In a hypothetical language supporting type inference, the code might be written like this instead:
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can be applied to functions and lists of various types, as long as the actual types match in each invocation.
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operator may add integers but may concatenate variants as strings, even if those variants hold integers.
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A version that accepts a floating-point number as input and uses floating point instructions throughout.
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POPL '82: Proceedings of the 9th ACM SIGPLAN-SIGACT symposium on principles of programming languages
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the types of all the variables at compile time. In the example above, the compiler would infer that
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Constraint-based Grammar Formalisms: Parsing and Type Inference for Natural and Computer Languages
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extended this work and proved that their algorithm always inferred the most general type. In 1978
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here is the Haskell list constructor, not the "of type" operator, which Haskell instead spells
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The type can be declared explicitly. For example, a programmer might write a statement like
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into the type system, these mistakes can be detected much earlier. As another example,
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We also constrain the left and right sides of each equation to unify with each other:
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Damas, Luis; Milner, Robin (1982), "Principal type-schemes for functional programs",
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on the left side of the first equation. (This pattern is known from its definition.)
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takes two integers and returns one integer. (This is how it works in, for example,
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as well as programming languages. Type inference algorithms are also used in some
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is a function of two arguments, so its type is constrained to be of the form
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ordinarily must be explicitly provided by type annotations. For example, in
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A version that accepts an integer input and uses implicit type conversion.
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by Michael Schwartzbach, gives an overview of Polymorphic type inference.
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paper by Luca Cardelli, describes algorithm, includes implementation in
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Hassan, Mostafa; Urban, Caterina; Eilers, Marco; Müller, Peter (2018).
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From dirt to shovels: fully automatic tool generation from ad hoc data
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Milner, Robin (1978), "A Theory of Type Polymorphism in Programming",
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languages, this means that most types have to be declared explicitly.
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The origin of this algorithm is the type inference algorithm for the
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applies a function to each element of a list, and may be defined as:
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In this setting, the following questions are of particular interest:
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Automatic detection of the type of an expression in a formal language
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as a floating-point variable, and the addition implicitly converts
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eliminates all the variables specific to the second constraint:
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always match lists, so the second argument must be a list type:
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in general. Some languages that include type inference include
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First, we make fresh type variables for each individual term:
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Implementation of Hindley-Milner in Perl 5, by Nikita Borisov
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Parsing and type inference for natural and computer languages
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No more substitutions are possible, and relabeling gives us
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An algorithm of intermediate generality implicitly declares
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isn't used in a legal manner, so it wouldn't have a type.
2309:." Journal of functional programming 2.3 (1992): 245-271. 2167:"The Basics — The Swift Programming Language (Swift 5.5)" 2000:"WG14-N3007 : Type inference for object definitions" 1858:, the same as we found without going into these details. 788:
This is identical to how code is written in the language
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must mean "little to nothing", as in the English idiom "
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are not inferred, but left as type variables, and so
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allows there to be at least two compiled versions of
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There are several ways that a term can get its type:
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by Roger Hindley, explains history of type inference
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Fisher, Kathleen, et al. "Fisher, Kathleen, et al. "
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Bryan O'Sullivan; Don Stewart; John Goerzen (2008).
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Type inference algorithms have been used to analyze
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general idea. We again begin with the definition of
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requires both of its arguments be of the same type,
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" 1912:Side-effects of using the most general type 1281:, the type of the arguments and results of 839:is an integer and thus the return value of 202:, refers to the automatic detection of the 2599:Explains Hindley–Milner, examples in Scala 2321:"MaxSMT-Based Type Inference for Python 3" 679:is a function that takes one argument, an 183: 169: 29: 2402: 2392: 1510:means "unifies with"; we are saying that 442:languages. It is often characteristic of 423:Learn how and when to remove this message 2289:"Chapter 25. Profiling and optimization" 1482:on the right side of the first equation. 1422:on the right side of the first equation. 294:'s type is an amount of time in seconds. 2381:Journal of Computer and System Sciences 2010:from the original on December 24, 2022. 1958: 1862:Hindley–Milner type inference algorithm 1414:on the left side of the first equation. 103: 60: 39: 32: 2215:"Projects/Vala/Tutorial - GNOME Wiki!" 1964: 1962: 732:/* inferred-type variable result #2 */ 558:while still permitting type checking. 2458:Type-driven natural language analysis 2264:"Local Type Inference - Visual Basic" 879:not been there with an integer type. 804:have type integer since the constant 7: 2579:of Hindley–Milner type inference in 1933:Type inference for natural languages 1207:Putting the parts together leads to 855:accepts one integer as an argument. 435:Types are a feature present in some 405:adding citations to reliable sources 2436:Emele, Martin C., and Rémi Zajac. " 1664:ι -> -> ~ ν -> ξ -> ο 1558:ζ -> -> ~ η -> θ -> λ 870:, causing a conflict in the use of 720:/* inferred-type variable result */ 2427:. Diss. Stanford University, 1989. 1180:means "is of type") for some type 862:is calculated by adding a decimal 25: 2593: (archived February 18, 2007) 2416:Center, Artificiał Intelligence. 2119:"Statements - The Rust Reference" 1195:, finally, is a list of whatever 858:However, in the subsequent line, 687:declares that the local variable 2191:"Documentation - Type Inference" 2071:"Inference · The Julia Language" 1815:because a type constructor like 843:is an integer. Similarly, since 808:is type integer, and hence that 444:functional programming languages 381: 324:Type-checking vs. type-inference 2095:"Kotlin language specification" 1975:Types and Programming Languages 1949:systems for natural languages. 392:needs additional citations for 1825:α ~ (ζ -> ι) -> -> 1074:function proceeds as follows. 971:satisfiability modulo theories 851:must be an integer, and thus, 373:Types in programming languages 1: 671:of this function definition, 458:(starting with version 3.0), 2394:10.1016/0022-0000(78)90014-4 1882:simply typed lambda calculus 632:/* declare integer result */ 494:(starting with version 10), 359:simply typed lambda calculus 2333:10.1007/978-3-319-96142-2_2 2325:Computer Aided Verification 1791:And, finally, substituting 1506:where the "similar" symbol 1098:. In Haskell, the patterns 835:is an integer, which means 2644: 2562:Polymorphic Type Inference 2525:Stuart M. Shieber (1992). 2438:Typed unification grammars 1868:Hindley–Milner type system 1865: 1366:(Again, remember that the 1279:parametrically polymorphic 683:, and returns an integer. 552:Hindley–Milner type system 361:, all three questions are 2504:10.1017/s0022226707004628 1641:shall denote the type of 1619:shall denote the type of 1600:shall denote the type of 1566:shall denote the type of 1538:shall denote the type of 1493:shall denote the type of 1476:shall denote the type of 1464:shall denote the type of 1452:shall denote the type of 1440:shall denote the type of 1428:shall denote the type of 1419:shall denote the type of 1411:shall denote the type of 1400:shall denote the type of 1388:shall denote the type of 898:, which does not involve 868:floating-point arithmetic 290:part also indicates that 1947:constraint-based grammar 1310: 1239: 993: 952:higher-order programming 915:just-in-time compilation 913:The recent emergence of 904:implicit type conversion 693: 599: 575:just-in-time compilation 276:delay: seconds := 4 234:Nontechnical explanation 2556:Archived e-mail message 2368:, ACM, pp. 207–212 1434:in the second equation. 1150:, which must have type 967:constraint satisfaction 565:explicitly declared at 2492:Journal of Linguistics 2239:"The Dart type system" 2195:www.typescriptlang.org 1406:in the first equation. 1394:that we want to infer. 1186:. The return value of 1068:Type inference on the 585:; these languages are 303: 206:of an expression in a 53:Strong vs. weak typing 2047:"Type Inference - F#" 1633:α ~ ε -> θ -> ξ 1592:α ~ ε -> λ -> μ 1134:. Its first argument 960:polymorphic recursion 934:Technical description 212:programming languages 1884:that was devised by 1504:α ~ β -> -> κ 950:In complex forms of 401:improve this article 222:in some branches of 2147:Scala Documentation 2026:en.cppreference.com 1875:type reconstruction 1662:. We conclude that 1631:. We conclude that 1609:. We conclude that 1590:. We conclude that 1556:. We conclude that 1502:. We conclude that 1055:in Haskell denotes 981:As an example, the 369:types are allowed. 200:type reconstruction 198:, sometimes called 2568:Basic Typechecking 2443:2018-02-05 at the 2423:2012-07-04 at the 2293:Real World Haskell 2268:docs.microsoft.com 2075:docs.julialang.org 2051:docs.microsoft.com 1970:Benjamin C. Pierce 1759:in its arguments: 1528:s and returning a 977:High-Level Example 673:int add_one(int x) 2538:978-0-262-19324-5 2456:Pareschi, Remo. " 2342:978-3-319-96141-5 2262:KathleenDollard. 2123:doc.rust-lang.org 1985:978-0-262-16209-8 1943:grammar induction 1939:natural languages 1892:in 1958. In 1969 579:dynamically typed 433: 432: 425: 351:type inhabitation 260:Russell's paradox 247:different times. 220:natural languages 214:and mathematical 193: 192: 16:(Redirected from 2635: 2543: 2542: 2522: 2516: 2515: 2489: 2480: 2474: 2467: 2461: 2454: 2448: 2434: 2428: 2414: 2408: 2407: 2406: 2396: 2376: 2370: 2369: 2367: 2356: 2347: 2346: 2316: 2310: 2303: 2297: 2296: 2284: 2278: 2277: 2275: 2274: 2259: 2253: 2252: 2250: 2249: 2235: 2229: 2228: 2226: 2225: 2211: 2205: 2204: 2202: 2201: 2187: 2181: 2180: 2178: 2177: 2163: 2157: 2156: 2154: 2153: 2143:"Type Inference" 2139: 2133: 2132: 2130: 2129: 2115: 2109: 2108: 2106: 2105: 2091: 2085: 2084: 2082: 2081: 2067: 2061: 2060: 2058: 2057: 2042: 2036: 2035: 2033: 2032: 2018: 2012: 2011: 1996: 1990: 1989: 1966: 1927: 1894:J. Roger Hindley 1857: 1856: 1853: 1850: 1847: 1844: 1841: 1838: 1835: 1832: 1817: 1814: 1810: 1806: 1802: 1798: 1794: 1784: 1780: 1776: 1772: 1768: 1754: 1753: 1750: 1747: 1742: 1738: 1734: 1731: 1727: 1723: 1719: 1715: 1712: 1708: 1698: 1694: 1691: 1687: 1677: 1673: 1665: 1661: 1660: 1657: 1654: 1651: 1648: 1645: 1640: 1634: 1630: 1629: 1626: 1623: 1618: 1612: 1608: 1607: 1604: 1599: 1593: 1589: 1588: 1585: 1582: 1579: 1576: 1573: 1570: 1565: 1559: 1555: 1554: 1551: 1548: 1545: 1542: 1537: 1531: 1527: 1523: 1519: 1518: 1513: 1509: 1505: 1501: 1500: 1497: 1492: 1481: 1480: 1475: 1469: 1468: 1463: 1457: 1456: 1451: 1445: 1444: 1439: 1433: 1432: 1427: 1421: 1418: 1413: 1410: 1405: 1404: 1399: 1393: 1392: 1387: 1377: 1376: 1371: 1370: 1362: 1359: 1356: 1353: 1350: 1347: 1344: 1341: 1338: 1335: 1332: 1329: 1326: 1323: 1320: 1317: 1314: 1307: 1306: 1297:Detailed Example 1292: 1291: 1286: 1285: 1276: 1275: 1267: 1264: 1261: 1258: 1255: 1252: 1249: 1246: 1243: 1236: 1235: 1232: 1229: 1226: 1223: 1220: 1217: 1214: 1211: 1203: 1200: 1199: 1194: 1193: 1190: 1185: 1184: 1179: 1178: 1173: 1172: 1169: 1166: 1163: 1160: 1155: 1154: 1149: 1148: 1144:to the argument 1139: 1138: 1133: 1132: 1127: 1126: 1123: 1118: 1117: 1114: 1111: 1108: 1105: 1100: 1097: 1096: 1093: 1090: 1087: 1084: 1079: 1078: 1073: 1072: 1064: 1063: 1054: 1053: 1045: 1042: 1039: 1036: 1033: 1030: 1027: 1024: 1021: 1018: 1015: 1012: 1009: 1006: 1003: 1000: 997: 990: 989: 893: 873: 865: 854: 850: 846: 842: 838: 834: 826: 819: 815: 811: 807: 803: 799: 784: 781: 778: 775: 772: 769: 766: 763: 760: 757: 754: 751: 748: 745: 742: 739: 736: 733: 730: 727: 724: 721: 718: 715: 712: 709: 706: 703: 700: 697: 690: 686: 678: 675:, declares that 674: 663: 660: 657: 654: 651: 648: 645: 642: 639: 636: 633: 630: 627: 624: 621: 618: 615: 612: 609: 606: 603: 587:statically typed 573:. Increasingly, 556:type annotations 440:statically typed 428: 421: 417: 414: 408: 385: 377: 314:manifestly typed 297:The type can be 293: 289: 285: 281: 277: 253: 224:computer science 210:. These include 185: 178: 171: 104:Minor categories 61:Major categories 40:General concepts 30: 21: 2643: 2642: 2638: 2637: 2636: 2634: 2633: 2632: 2603: 2602: 2591:Wayback Machine 2552: 2547: 2546: 2539: 2524: 2523: 2519: 2487: 2482: 2481: 2477: 2468: 2464: 2455: 2451: 2445:Wayback Machine 2435: 2431: 2425:Wayback Machine 2415: 2411: 2378: 2377: 2373: 2365: 2358: 2357: 2350: 2343: 2318: 2317: 2313: 2304: 2300: 2286: 2285: 2281: 2272: 2270: 2261: 2260: 2256: 2247: 2245: 2237: 2236: 2232: 2223: 2221: 2213: 2212: 2208: 2199: 2197: 2189: 2188: 2184: 2175: 2173: 2165: 2164: 2160: 2151: 2149: 2141: 2140: 2136: 2127: 2125: 2117: 2116: 2112: 2103: 2101: 2093: 2092: 2088: 2079: 2077: 2069: 2068: 2064: 2055: 2053: 2044: 2043: 2039: 2030: 2028: 2020: 2019: 2015: 1998: 1997: 1993: 1986: 1968: 1967: 1960: 1955: 1935: 1925: 1914: 1870: 1864: 1854: 1851: 1848: 1845: 1842: 1839: 1836: 1833: 1830: 1826: 1812: 1808: 1804: 1800: 1796: 1792: 1789: 1782: 1778: 1775:β -> -> 1774: 1770: 1766: 1763: 1751: 1748: 1745: 1740: 1736: 1733: 1729: 1725: 1721: 1717: 1714: 1710: 1706: 1703: 1696: 1693: 1689: 1685: 1682: 1675: 1671: 1663: 1658: 1655: 1652: 1649: 1646: 1643: 1638: 1632: 1627: 1624: 1621: 1616: 1610: 1605: 1602: 1597: 1591: 1586: 1583: 1580: 1577: 1574: 1571: 1568: 1563: 1557: 1552: 1549: 1546: 1543: 1540: 1535: 1529: 1525: 1521: 1516: 1511: 1507: 1503: 1498: 1495: 1490: 1478: 1474:ι -> -> 1473: 1466: 1461: 1454: 1449: 1442: 1438:ζ -> -> 1437: 1430: 1425: 1417: 1409: 1402: 1397: 1390: 1385: 1374: 1368: 1364: 1363: 1360: 1357: 1354: 1351: 1348: 1345: 1342: 1339: 1336: 1333: 1330: 1327: 1324: 1321: 1318: 1315: 1312: 1304: 1299: 1289: 1283: 1273: 1269: 1268: 1265: 1262: 1259: 1256: 1253: 1250: 1247: 1244: 1241: 1233: 1230: 1227: 1224: 1221: 1218: 1215: 1212: 1209: 1197: 1191: 1188: 1182: 1176: 1170: 1167: 1164: 1161: 1158: 1152: 1146: 1136: 1130: 1124: 1121: 1115: 1112: 1109: 1106: 1103: 1094: 1091: 1088: 1085: 1082: 1076: 1070: 1061: 1051: 1047: 1046: 1043: 1040: 1037: 1034: 1031: 1028: 1025: 1022: 1019: 1016: 1013: 1010: 1007: 1004: 1001: 998: 995: 987: 979: 936: 900:type conversion 891: 871: 863: 852: 848: 844: 840: 836: 832: 824: 817: 816:. The variable 813: 809: 805: 801: 797: 786: 785: 782: 779: 776: 773: 770: 767: 764: 761: 758: 755: 752: 749: 746: 743: 740: 737: 734: 731: 728: 725: 722: 719: 716: 713: 710: 707: 704: 701: 698: 695: 688: 684: 676: 672: 665: 664: 661: 658: 655: 652: 649: 646: 643: 640: 637: 634: 631: 628: 625: 622: 619: 616: 613: 610: 607: 604: 601: 591:local variables 429: 418: 412: 409: 398: 386: 375: 326: 291: 287: 283: 279: 275: 251: 236: 208:formal language 189: 28: 23: 22: 18:Inferred typing 15: 12: 11: 5: 2641: 2639: 2631: 2630: 2625: 2620: 2615: 2613:Type inference 2605: 2604: 2601: 2600: 2594: 2584: 2577:Implementation 2574: 2565: 2559: 2551: 2550:External links 2548: 2545: 2544: 2537: 2517: 2498:(2): 393–427. 2475: 2462: 2449: 2429: 2409: 2387:(3): 348–375, 2371: 2348: 2341: 2311: 2298: 2279: 2254: 2230: 2219:wiki.gnome.org 2206: 2182: 2171:docs.swift.org 2158: 2134: 2110: 2099:kotlinlang.org 2086: 2062: 2037: 2013: 2006:. 2022-06-10. 1991: 1984: 1957: 1956: 1954: 1951: 1934: 1931: 1930: 1929: 1922: 1913: 1910: 1866:Main article: 1863: 1860: 1824: 1787: 1761: 1701: 1680: 1668: 1667: 1636: 1614: 1595: 1561: 1533: 1524:and a list of 1514:, the type of 1484: 1483: 1471: 1459: 1447: 1435: 1423: 1415: 1407: 1395: 1311: 1298: 1295: 1240: 1128:for some type 994: 978: 975: 940:type signature 935: 932: 931: 930: 927: 896:type inference 812:is a function 694: 600: 431: 430: 389: 387: 380: 374: 371: 355: 354: 347: 344:type inference 340: 325: 322: 318:Type inference 310: 309: 295: 288:delay: seconds 272: 235: 232: 196:Type inference 191: 190: 188: 187: 180: 173: 165: 162: 161: 160: 159: 154: 149: 144: 139: 134: 129: 124: 122:Flow-sensitive 119: 114: 106: 105: 101: 100: 99: 98: 93: 84: 75: 63: 62: 58: 57: 56: 55: 50: 42: 41: 37: 36: 26: 24: 14: 13: 10: 9: 6: 4: 3: 2: 2640: 2629: 2626: 2624: 2621: 2619: 2616: 2614: 2611: 2610: 2608: 2598: 2595: 2592: 2588: 2585: 2582: 2578: 2575: 2573: 2569: 2566: 2563: 2560: 2557: 2554: 2553: 2549: 2540: 2534: 2531:. MIT Press. 2530: 2529: 2521: 2518: 2513: 2509: 2505: 2501: 2497: 2493: 2486: 2479: 2476: 2472: 2466: 2463: 2459: 2453: 2450: 2446: 2442: 2439: 2433: 2430: 2426: 2422: 2419: 2413: 2410: 2405: 2400: 2395: 2390: 2386: 2382: 2375: 2372: 2364: 2363: 2355: 2353: 2349: 2344: 2338: 2334: 2330: 2326: 2322: 2315: 2312: 2308: 2302: 2299: 2294: 2290: 2283: 2280: 2269: 2265: 2258: 2255: 2244: 2240: 2234: 2231: 2220: 2216: 2210: 2207: 2196: 2192: 2186: 2183: 2172: 2168: 2162: 2159: 2148: 2144: 2138: 2135: 2124: 2120: 2114: 2111: 2100: 2096: 2090: 2087: 2076: 2072: 2066: 2063: 2052: 2048: 2041: 2038: 2027: 2023: 2017: 2014: 2009: 2005: 2001: 1995: 1992: 1987: 1981: 1978:. MIT Press. 1977: 1976: 1971: 1965: 1963: 1959: 1952: 1950: 1948: 1944: 1940: 1932: 1923: 1920: 1919: 1918: 1911: 1909: 1907: 1903: 1899: 1895: 1891: 1887: 1886:Haskell Curry 1883: 1878: 1876: 1869: 1861: 1859: 1823: 1821: 1786: 1765:Substituting 1760: 1758: 1705:Substituting 1700: 1679: 1637: 1615: 1611:ε ~ η -> ν 1596: 1562: 1534: 1489: 1488: 1487: 1472: 1460: 1448: 1436: 1424: 1416: 1408: 1396: 1384: 1383: 1382: 1379: 1309: 1296: 1294: 1280: 1238: 1205: 1201:produces, so 1143: 1066: 1058: 1049:(Recall that 992: 984: 976: 974: 972: 968: 963: 961: 957: 953: 948: 944: 941: 933: 928: 925: 924: 923: 921: 916: 911: 907: 905: 901: 897: 889: 884: 880: 877: 869: 861: 856: 830: 821: 814:int -> int 795: 791: 692: 682: 670: 598: 596: 592: 588: 584: 580: 576: 572: 568: 564: 559: 557: 553: 549: 545: 541: 537: 533: 529: 525: 521: 517: 513: 509: 505: 501: 497: 493: 489: 485: 481: 477: 473: 469: 465: 461: 457: 453: 449: 445: 441: 438: 427: 424: 416: 413:November 2020 406: 402: 396: 395: 390:This section 388: 384: 379: 378: 372: 370: 368: 364: 360: 352: 348: 345: 341: 338: 337:type-checking 334: 333: 332: 329: 323: 321: 319: 315: 307: 306: 300: 296: 282:to the value 273: 269: 268: 267: 264: 261: 257: 248: 244: 240: 233: 231: 229: 225: 221: 217: 213: 209: 205: 201: 197: 186: 181: 179: 174: 172: 167: 166: 164: 163: 158: 155: 153: 150: 148: 147:Substructural 145: 143: 140: 138: 135: 133: 130: 128: 125: 123: 120: 118: 115: 113: 110: 109: 108: 107: 102: 97: 94: 92: 88: 85: 83: 79: 76: 74: 70: 67: 66: 65: 64: 59: 54: 51: 49: 46: 45: 44: 43: 38: 35: 31: 19: 2618:Type systems 2527: 2520: 2495: 2491: 2478: 2465: 2452: 2432: 2412: 2384: 2380: 2374: 2361: 2324: 2314: 2301: 2292: 2282: 2271:. Retrieved 2267: 2257: 2246:. Retrieved 2242: 2233: 2222:. Retrieved 2218: 2209: 2198:. Retrieved 2194: 2185: 2174:. Retrieved 2170: 2161: 2150:. Retrieved 2146: 2137: 2126:. Retrieved 2122: 2113: 2102:. Retrieved 2098: 2089: 2078:. Retrieved 2074: 2065: 2054:. Retrieved 2050: 2040: 2029:. Retrieved 2025: 2016: 2004:open-std.org 2003: 1994: 1974: 1936: 1915: 1898:Robin Milner 1879: 1874: 1871: 1827: 1790: 1785:at the end: 1764: 1704: 1683: 1669: 1485: 1380: 1365: 1300: 1270: 1206: 1067: 1048: 980: 964: 956:polymorphism 949: 945: 937: 919: 912: 908: 895: 887: 885: 881: 859: 857: 822: 793: 787: 666: 583:compile time 567:compile time 560: 548:Visual Basic 434: 419: 410: 399:Please help 394:verification 391: 356: 343: 330: 327: 317: 311: 298: 265: 249: 245: 241: 237: 216:type systems 199: 195: 194: 132:Intersection 81: 34:Type systems 2623:Type theory 2295:. O'Reilly. 1902:Algorithm W 1890:Robert Feys 1799:as well as 1793:(ζ -> ι) 685:int result; 228:linguistics 218:, but also 96:Duck typing 48:Type safety 2607:Categories 2460:." (1988). 2273:2021-06-28 2248:2020-11-21 2224:2021-06-28 2200:2020-11-21 2176:2021-06-28 2152:2020-11-21 2128:2021-06-28 2104:2021-06-28 2080:2020-11-21 2056:2020-11-21 2045:cartermp. 2031:2021-08-15 1953:References 1906:Luis Damas 1904:. In 1982 1820:invertible 1757:invertible 1065:instead.) 876:since 1958 536:TypeScript 367:expressive 305:for a song 286:, but the 271:knowledge. 142:Refinement 91:structural 2628:Inference 2512:215762538 1767:ζ -> ι 985:function 669:signature 563:data type 480:FreeBASIC 363:decidable 117:Dependent 2572:Modula-2 2441:Archived 2421:Archived 2243:dart.dev 2008:Archived 1972:(2002). 571:run-time 437:strongly 357:For the 299:inferred 112:Abstract 82:inferred 78:Manifest 2589:at the 1142:applied 983:Haskell 920:add_one 888:result2 860:result2 853:add_one 841:add_one 818:result2 810:add_one 753:result2 726:result2 696:add_one 681:integer 677:add_one 605:add_one 520:RPython 488:Haskell 468:Crystal 157:Session 127:Gradual 87:Nominal 73:dynamic 2535:  2510:  2339:  1982:  1732:, and 902:, and 837:result 798:result 777:result 774:return 735:result 714:result 689:result 656:result 653:return 635:result 626:result 595:ANSI C 546:, and 518:, Q#, 500:Kotlin 460:Chapel 152:Unique 137:Latent 69:Static 2581:Scala 2508:S2CID 2488:(PDF) 2366:(PDF) 1855:-> 1852:-> 1843:-> 1749:-> 1676:μ ~ ο 1647:first 1606:first 1578:first 1544:first 1455:first 1349:first 1331:first 1266:-> 1263:-> 1254:-> 1234:-> 1231:-> 1222:-> 1168:-> 1147:first 1107:first 1092:-> 1086:-> 1032:first 1014:first 866:with 833:x + 1 829:OCaml 794:infer 532:Swift 528:Scala 512:OCaml 496:Julia 464:Clean 452:C++11 292:delay 280:delay 256:units 2533:ISBN 2337:ISBN 1980:ISBN 1945:and 1888:and 1811:for 1807:and 1803:for 1795:for 1777:for 1773:and 1769:for 1739:and 1735:for 1728:for 1720:and 1716:for 1709:for 1695:for 1692:and 1688:for 1674:and 1672:κ ~ 1659:rest 1628:rest 1584:rest 1550:rest 1467:rest 1361:rest 1337:rest 1113:rest 1101:and 1057:cons 1044:rest 1020:rest 954:and 800:and 790:Dart 667:The 544:Dart 540:Vala 524:Rust 492:Java 226:and 204:type 89:vs. 80:vs. 71:vs. 2500:doi 2399:hdl 2389:doi 2329:doi 1831:map 1818:is 1755:is 1653:map 1622:map 1569:map 1517:map 1496:map 1391:map 1378:.) 1355:map 1322:map 1313:map 1305:map 1290:map 1277:is 1274:map 1242:map 1210:map 1189:map 1140:is 1077:map 1071:map 1038:map 1005:map 996:map 988:map 969:or 864:1.0 765:1.0 723:var 711:var 623:int 611:int 602:int 516:Opa 508:Nim 448:C23 403:by 2609:: 2506:. 2496:43 2494:. 2490:. 2397:, 2385:17 2383:, 2351:^ 2335:. 2323:. 2291:. 2266:. 2241:. 2217:. 2193:. 2169:. 2145:. 2121:. 2097:. 2073:. 2049:. 2024:. 2002:. 1961:^ 1834::: 1724:, 1713:, 1699:: 1375::: 1308:: 1245::: 1213::: 1204:. 1177::: 1162::: 1062::: 973:. 922:: 597:: 542:, 538:, 534:, 530:, 526:, 522:, 514:, 510:, 506:, 504:ML 502:, 498:, 490:, 486:, 484:Go 482:, 478:, 476:F# 474:, 470:, 466:, 462:, 456:C# 454:, 450:, 230:. 2541:. 2514:. 2502:: 2401:: 2391:: 2345:. 2331:: 2276:. 2251:. 2227:. 2203:. 2179:. 2155:. 2131:. 2107:. 2083:. 2059:. 2034:. 1988:. 1926:+ 1849:) 1846:b 1840:a 1837:( 1813:δ 1809:ι 1805:γ 1801:ζ 1797:β 1783:α 1779:α 1771:ε 1752:· 1746:· 1741:ο 1737:ξ 1730:ν 1726:ι 1722:λ 1718:θ 1711:η 1707:ζ 1697:κ 1690:μ 1686:ο 1666:. 1656:f 1650:: 1644:f 1639:ο 1635:. 1625:f 1617:ξ 1613:. 1603:f 1598:ν 1594:. 1587:) 1581:: 1575:( 1572:f 1564:μ 1560:. 1553:) 1547:: 1541:( 1536:λ 1532:. 1530:κ 1526:γ 1522:β 1512:α 1508:~ 1499:f 1491:κ 1479:: 1470:. 1462:θ 1458:. 1450:η 1443:: 1431:f 1426:ε 1403:f 1398:β 1386:α 1369:: 1358:f 1352:: 1346:f 1343:= 1340:) 1334:: 1328:( 1325:f 1319:= 1316:f 1284:f 1260:) 1257:b 1251:a 1248:( 1228:) 1225:e 1219:d 1216:( 1198:f 1192:f 1183:e 1174:( 1171:e 1165:d 1159:f 1153:d 1137:f 1131:d 1125:= 1122:b 1116:) 1110:: 1104:( 1095:c 1089:b 1083:a 1052:: 1041:f 1035:: 1029:f 1026:= 1023:) 1017:: 1011:( 1008:f 1002:= 999:f 892:x 872:x 849:x 845:+ 825:+ 806:1 802:x 783:} 780:; 768:; 762:+ 759:x 756:= 750:; 747:1 744:+ 741:x 738:= 729:; 717:; 708:{ 705:) 702:x 699:( 662:} 659:; 650:; 647:1 644:+ 641:x 638:= 629:; 620:{ 617:) 614:x 608:( 472:D 426:) 420:( 415:) 411:( 397:. 353:. 346:. 339:. 284:4 252:4 184:e 177:t 170:v 20:)

Index

Inferred typing
Type systems
Type safety
Strong vs. weak typing
Static
dynamic
Manifest
inferred
Nominal
structural
Duck typing
Abstract
Dependent
Flow-sensitive
Gradual
Intersection
Latent
Refinement
Substructural
Unique
Session
v
t
e
type
formal language
programming languages
type systems
natural languages
computer science

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