337 lines
12 KiB
Plaintext
337 lines
12 KiB
Plaintext
PEP: 483
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Title: The Theory of Type Hinting
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Version: $Revision$
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Last-Modified: $Date$
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Author: Guido van Rossum <guido@python.org>
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Discussions-To: Python-Ideas <python-ideas@python.org>
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Status: Draft
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Type: Informational
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Content-Type: text/x-rst
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Created: 19-Dec-2014
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Post-History:
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Resolution:
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Abstract
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========
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This PEP lays out the theory to be referenced by PEP 484.
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Introduction
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============
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This document lays out the theory of the new type hinting proposal for
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Python 3.5. It's not quite a full proposal or specification because
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there are many details that need to be worked out, but it lays out the
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theory without which it is hard to discuss more detailed specifications.
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We start by explaining gradual typing; then we state some conventions
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and general rules; then we define the new special types (such as Union)
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that can be used in annotations; and finally we define the approach to
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generic types. (The latter section needs more fleshing out; sorry!)
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Specification
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=============
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Summary of gradual typing
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-------------------------
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We define a new relationship, is-consistent-with, which is similar to
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is-subclass-of, except it is not transitive when the new type **Any** is
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involved. (Neither relationship is symmetric.) Assigning x to y is OK if
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the type of x is consistent with the type of y. (Compare this to "... if
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the type of x is a subclass of the type of y," which states one of the
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fundamentals of OO programming.) The is-consistent-with relationship is
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defined by three rules:
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- A type t1 is consistent with a type t2 if t1 is a subclass of t2.
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(But not the other way around.)
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- **Any** is consistent with every type. (But **Any** is not a subclass
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of every type.)
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- Every type is a subclass of **Any**. (Which also makes every type
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consistent with **Any**, via rule 1.)
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That's all! See Jeremy Siek's blog post `What is Gradual
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Typing <http://wphomes.soic.indiana.edu/jsiek/what-is-gradual-typing/>`_
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for a longer explanation and motivation. Note that rule 3 places **Any**
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at the root of the class graph. This makes it very similar to
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**object**. The difference is that **object** is not consistent with
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most types (e.g. you can't use an object() instance where an int is
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expected). IOW both **Any** and **object** mean "any type is allowed"
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when used to annotate an argument, but only **Any** can be passed no
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matter what type is expected (in essence, **Any** shuts up complaints
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from the static checker).
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Here's an example showing how these rules work out in practice:
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Say we have an Employee class, and a subclass Manager:
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- class Employee: ...
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- class Manager(Employee): ...
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Let's say variable e is declared with type Employee:
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- e = Employee() # type: Employee
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Now it's okay to assign a Manager instance to e (rule 1):
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- e = Manager()
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It's not okay to assign an Employee instance to a variable declared with
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type Manager:
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- m = Manager() # type: Manager
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- m = Employee() # Fails static check
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However, suppose we have a variable whose type is **Any**:
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- a = some\_func() # type: Any
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Now it's okay to assign a to e (rule 2):
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- e = a # OK
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Of course it's also okay to assign e to a (rule 3), but we didn't need
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the concept of consistency for that:
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- a = e # OK
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Notational conventions
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----------------------
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- t1, t2 etc. and u1, u2 etc. are types or classes. Sometimes we write
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ti or tj to refer to "any of t1, t2, etc."
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- X, Y etc. are type variables (defined with Var(), see below).
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- C, D etc. are classes defined with a class statement.
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- x, y etc. are objects or instances.
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- We use the terms type and class interchangeably, and we assume
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type(x) is x.\_\_class\_\_.
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General rules
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-------------
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- Instance-ness is derived from class-ness, e.g. x is an instance of
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t1 if type(x) is a subclass of t1.
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- No types defined below (i.e. Any, Union etc.) can be instantiated.
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(But non-abstract subclasses of Generic can be.)
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- No types defined below can be subclassed, except for Generic and
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classes derived from it.
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- Where a type is expected, None can be substituted for type(None);
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e.g. Union[t1, None] == Union[t1, type(None)].
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Types
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-----
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- **Any**. Every class is a subclass of Any; however, to the static
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type checker it is also consistent with every class (see above).
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- **Union[t1, t2, ...]**. Classes that are subclass of at least one of
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t1 etc. are subclasses of this. So are unions whose components are
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all subclasses of t1 etc. (Example: Union[int, str] is a subclass of
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Union[int, float, str].) The order of the arguments doesn't matter.
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(Example: Union[int, str] == Union[str, int].) If ti is itself a
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Union the result is flattened. (Example: Union[int, Union[float,
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str]] == Union[int, float, str].) If ti and tj have a subclass
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relationship, the less specific type survives. (Example:
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Union[Employee, Manager] == Union[Employee].) Union[t1] returns just
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t1. Union[] is illegal, so is Union[()]. Corollary: Union[..., Any,
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...] returns Any; Union[..., object, ...] returns object; to cut a
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tie, Union[Any, object] == Union[object, Any] == Any.
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- **Optional[t1]**. Alias for Union[t1, None], i.e. Union[t1,
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type(None)].
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- **Tuple[t1, t2, ..., tn]**. A tuple whose items are instances of t1
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etc.. Example: Tuple[int, float] means a tuple of two items, the
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first is an int, the second a float; e.g., (42, 3.14). Tuple[u1, u2,
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..., um] is a subclass of Tuple[t1, t2, ..., tn] if they have the
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same length (n==m) and each ui is a subclass of ti. To spell the type
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of the empty tuple, use Tuple[()]. There is no way to define a
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variadic tuple type. (TODO: Maybe Tuple[t1, ...] with literal
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ellipsis?)
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- **Callable[[t1, t2, ..., tn], tr]**. A function with positional
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argument types t1 etc., and return type tr. The argument list may be
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empty (n==0). There is no way to indicate optional or keyword
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arguments, nor varargs (we don't need to spell those often enough to
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complicate the syntax - however, Reticulated Python has a useful idea
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here). This is covariant in the return type, but contravariant in the
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arguments. "Covariant" here means that for two callable types that
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differ only in the return type, the subclass relationship for the
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callable types follows that of the return types. (Example:
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Callable[[], Manager] is a subclass of Callable[[], Employee].)
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"Contravariant" here means that for two callable types that differ
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only in the type of one argument, the subclass relationship for the
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callable types goes in the opposite direction as for the argument
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types. (Example: Callable[[Employee], None] is a subclass of
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Callable[[Mananger], None]. Yes, you read that right.)
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We might add:
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- **Intersection[t1, t2, ...]**. Classes that are subclass of *each* of
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t1, etc are subclasses of this. (Compare to Union, which has *at
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least one* instead of *each* in its definition.) The order of the
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arguments doesn't matter. Nested intersections are flattened, e.g.
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Intersection[int, Intersection[float, str]] == Intersection[int,
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float, str]. An intersection of fewer types is a subclass of an
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intersection of more types, e.g. Intersection[int, str] is a subclass
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of Intersection[int, float, str]. An intersection of one argument is
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just that argument, e.g. Intersection[int] is int. When argument have
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a subclass relationship, the more specific class survives, e.g.
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Intersection[str, Employee, Manager] is Intersection[str, Manager].
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Intersection[] is illegal, so is Intersection[()]. Corollary: Any
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disappears from the argument list, e.g. Intersection[int, str, Any]
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== Intersection[int, str]. Intersection[Any, object] is object. The
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interaction between Intersection and Union is complex but should be
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no surprise if you understand the interaction between intersections
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and unions in set theory (note that sets of types can be infinite in
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size, since there is no limit on the number of new subclasses).
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Pragmatics
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----------
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Some things are irrelevant to the theory but make practical use more
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convenient. (This is not a full list; I probably missed a few and some
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are still controversial or not fully specified.)
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- Type aliases, e.g.
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* point = Tuple[float, float]
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* def distance(p: point) -> float: ...
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- Forward references via strings, e.g.
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* class C:
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+ def compare(self, other: "C") -> int: ...
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- If a default of None is specified, the type is implicitly optional, e.g.
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* def get(key: KT, default: VT = None) -> VT: ...
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- Don't use dynamic type expressions; use builtins and imported types
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only. No 'if'.
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* def display(message: str if WINDOWS else bytes): # NOT OK
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- Type declaration in comments, e.g.
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* x = [] # type: Sequence[int]
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- Type declarations using Undefined, e.g.
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* x = Undefined(str)
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- Other things, e.g. casts, overloading and stub modules; best left to an
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actual PEP.
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Generic types
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-------------
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(TODO: Explain more. See also the `mypy docs on
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generics <http://mypy.readthedocs.org/en/latest/generics.html>`_.)
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- **X = Var('X')**. Declares a unique type variable. The name must match
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the variable name.
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- **Y = Var('Y', t1, t2, ...).** Ditto, constrained to t1 etc. Behaves
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like Union[t1, t2, ...] for most purposes, but when used as a type
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variable, subclasses of t1 etc. are replaced by the most-derived base
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class among t1 etc.
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- Example of constrained type variables:
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* AnyStr = Var('AnyStr', str, bytes)
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* def longest(a: AnyStr, b: AnyStr) -> AnyStr:
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- return a if len(a) >= len(b) else b
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* x = longest('a', 'abc') # The inferred type for x is str
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* y = longest('a', b'abc') # Fails static type check
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* In this example, both arguments to longest() must have the same type
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(str or bytes), and moreover, even if the arguments are instances of a
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common str subclass, the return type is still str, not that subclass
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(see next example).
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- For comparison, if the type variable was unconstrained, the common
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subclass would be chosen as the return type, e.g.:
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* S = Var('S')
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* def longest(a: S, b: S) -> S:
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- return a if len(a) >= b else b
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* class MyStr(str): ...
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* x = longest(MyStr('a'), MyStr('abc'))
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* The inferred type of x is MyStr (whereas in the AnyStr example it would
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be str).
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- Also for comparison, if a Union is used, the return type also has to be
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a Union:
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* U = Union[str, bytes]
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* def longest(a: U, b: U) -> U:
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- return a if len(a) >= b else b
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* x = longest('a', 'abc')
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* The inferred type of x is still Union[str, bytes], even though both
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arguments are str.
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- **class C(Generic[X, Y, ...]):** ... Define a generic class C over type
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variables X etc. C itself becomes parameterizable, e.g. C[int, str, ...]
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is a specific class with substitutions X->int etc.
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- TODO: Explain use of generic types in function signatures. E.g.
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Sequence[X], Sequence[int], Sequence[Tuple[X, Y, Z]], and mixtures.
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Think about co\*variance. No gimmicks like deriving from
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Sequence[Union[int, str]] or Sequence[Union[int, X]].
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- **Protocol**. Similar to Generic but uses structural equivalence. (TODO:
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Explain, and think about co\*variance.)
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Predefined generic types and Protocols in typing.py
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---------------------------------------------------
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(See also the `mypy typing.py
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module <https://github.com/JukkaL/typing/blob/master/typing.py>`_.)
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- Everything from collections.abc (but Set renamed to AbstractSet).
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- Dict, List, Set, a few more. (FrozenSet?)
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- Pattern, Match. (Why?)
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- IO, TextIO, BinaryIO. (Why?)
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Copyright
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=========
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This document is licensed under the `Open Publication License`_.
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References and Footnotes
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========================
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.. _Open Publication License: http://www.opencontent.org/openpub/
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..
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Local Variables:
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mode: indented-text
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indent-tabs-mode: nil
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sentence-end-double-space: t
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fill-column: 70
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coding: utf-8
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End:
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