typeannotations
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A library with a set of tools for annotating types in Python code.
Type annotations for Python
https://github.com/ceronman/typeannotations
About
The typeannotations module provides a set of tools for type checking and
type inference of Python code. It also a provides a set of types useful for
annotating functions and objects.
These tools are mainly designed to be used by static analyzers such as linters, code completion libraries and IDEs. Additionally, decorators for making run-time checks are provided. Run-time type checking is not always a good idea in Python, but in some cases it can be very useful.
Run-time type checking.
The typechecked decorator can be used to check types specified in function
annotations. For example:
.. code-block:: pycon
@typechecked ... def test(a: int) -> int: ... return a ... test(1) 1 test('string') Traceback (most recent call last): ... TypeError: Incorrect type for "a"
Structural interfaces
The Interface class allows you to define interfaces that are checked
dynamically. You don't have to explicitly indicate when an object or class
implements a given Interface. If an object provides the methods and
attributes specified in the Interface, it's considered a valid
implementation.
For example, let's define a simple interface:
.. code-block:: pycon
class Person(Interface): ... name = str ... age = int ... def say_hello(name: str) -> str: ... pass
Any object defining those the name, age and say_hello() members is
a valid implementation of that interface. For example:
.. code-block:: pycon
class Developer: ... def init(self, name, age): ... self.name = name ... self.age = age ... def say_hello(self, name: str) -> str: ... return 'hello ' + name ... isinstance(Developer('bill', 20), Person) True
This also works with built-in types:
.. code-block:: pycon
class IterableWithLen(Interface): ... def iter(): ... pass ... def len(): ... pass ... isinstance([], IterableWithLen) True isinstance({}, IterableWithLen) True isinstance(1, IterableWithLen) False
Typedefs ''''''''
A typedef is similar to an Interface except that it defines a single
function signature. This is useful for defining callbacks. For example:
.. code-block:: pycon
@typedef ... def callback(event: Event) -> bool: ... pass ...
Then it's possible to check if a function implements the same signature:
.. code-block:: pycon
def handler(event: MouseEvent) -> bool: ... print('click') ... return True ... isinstance(handler, callback) True isinstance(lambda: True, callback) False
Note that MouseEvent is a subclass of Event.
Type unions
A union is a collection of types and it's a type itself. An object is an
instance of a union if it's an instance of any of the elements in the union.
For example:
.. code-block:: pycon
NumberOrString = union(int, str) isinstance(1, NumberOrString) True isinstance('string', NumberOrString) True issubclass(int, NumberOrString) True issubclass(str, NumberOrString) True
Predicates
A predicate is a special type defined by a function that takes an object
and returns True or False indicating if the object implements the type.
For example:
.. code-block:: pycon
Positive = predicate(lambda x: x > 0) isinstance(1, Positive) True isinstance(0, Positive) False
Predicates can also be defined using a decorator:
.. code-block:: pycon
@predicate ... def Even(object): ... return object % 2 == 0
Predicates can also be combined using the `&`` operator:
.. code-block:: pycon
EvenAndPositive = Even & Positive
Predicates are useful for defining contracts:
.. code-block:: pycon
Positive = predicate(lambda x: x > 0) @typechecked ... def sqrt(n: Positive): ... ... sqrt(-1) Traceback (most recent call last): ... TypeError: Incorrect type for "n"
The optional predicate
''''''''''''''''''''''''''
The optional predicate indicates that the object must be from the given type
or None. For example:
.. code-block:: pycon
isinstance(1, optional(int)) True isinstance(None, optional(int)) True
And checking types at runtime:
.. code-block:: pycon
@typechecked ... def greet(name: optional(str) = None): ... if name is None: ... print('hello stranger') ... else: ... print('hello {0}'.format(name)) ... greet() hello stranger greet('bill') hello bill
The only predicate
''''''''''''''''''''''
The only predicate indicates that an object can only be of the specified
type, and not of any of its super classes. For example:
.. code-block:: pycon
isinstance(True, only(bool)) True isinstance(1, only(bool)) False
Note that in Python bool is a sublcass of int.
The options predicate
'''''''''''''''''''''''''
The options predicate indicates that the value of an object must be one of
the given options. For example:
.. code-block:: pycon
FileMode = options('r', 'w', 'a', 'r+', 'w+', 'a+') isinstance('w', FileMode) True isinstance('x', FileMode) False
This is useful when defining a function:
.. code-block:: pycon
@typecheck ... def open(filename: str, mode: options('w', 'a')): ... ...
Complex Types: ''''''''''''''
Complex types are also accepted in both interfaces and type specifications.
.. code-block:: pycon
@typechecked ... def test(a: { int: ( str, bool ) }) -> (bool, int): ... return isinstance(a, dict), len(a) ... test({ 1: ('a', False) }) (True, 1) test('string') Traceback (most recent call last): ... TypeError: Incorrect type for "a"
The rules are:
- A list of types. The value must be a list containing only the specified types.
- A set of types. The value must be a set containing only the specified types.
- A tuple of types. The value must be a tuple containing the specified types in the specified order.
- A dict of types. The value must be a dict where each (key, value) pair is assocated with a (key, value) pair in the type dictionary.
Any of the complex types can nest and contain any other type.
To be implemented:
Function overloading ''''''''''''''''''''
.. code-block:: python
@overload def isinstance(object, t: type): ...
@overload def isinstance(object, t: tuple): ...
Annotate existing functions and libraries '''''''''''''''''''''''''''''''''''''''''
.. code-block:: python
@annotate('builtins.open') def open_annotated(file: str, mode: options('r', 'w', 'a', 'r+', 'w+', 'a+'), buffering: optional(int)) -> IOBase: pass
License
| Licensed under the Apache License, Version 2.0 (the "License"); | you may not use this file except in compliance with the License. | You may obtain a copy of the License at | | http://www.apache.org/licenses/LICENSE-2.0 | | Unless required by applicable law or agreed to in writing, software | distributed under the License is distributed on an "AS IS" BASIS, | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, | either express or implied. See the License for the specific language | governing permissions and limitations under the License.