Mypy: Optional Static Typing for Python
Got a question? Join us on Gitter!
We don't have a mailing list; but we are always happy to answer questions on gitter chat. If you are sure you've found a bug please search our issue trackers for a duplicate before filing a new issue:
- mypy tracker for mypy issues
- typeshed tracker for issues with specific modules
- typing tracker for discussion of new type system features (PEP 484 changes) and runtime bugs in the typing module
What is mypy?
Mypy is an optional static type checker for Python. You can add type hints (PEP 484) to your Python programs, and use mypy to type check them statically. Find bugs in your programs without even running them!
You can mix dynamic and static typing in your programs. You can always fall back to dynamic typing when static typing is not convenient, such as for legacy code.
Here is a small example to whet your appetite (Python 3):
from typing import Iterator
def fib(n: int) -> Iterator[int]:
a, b = 0, 1
while a < n:
yield a
a, b = b, a + b
See the documentation for more examples.
For Python 2.7, the standard annotations are written as comments:
def is_palindrome(s):
# type: (str) -> bool
return s == s[::-1]
See the documentation for Python 2 support.
Mypy is in development; some features are missing and there are bugs. See 'Development status' below.
Requirements
You need Python 3.5 or later to run mypy. You can have multiple Python versions (2.x and 3.x) installed on the same system without problems.
In Ubuntu, Mint and Debian you can install Python 3 like this:
$ sudo apt-get install python3 python3-pip
For other Linux flavors, macOS and Windows, packages are available at
Quick start
Mypy can be installed using pip:
$ python3 -m pip install -U mypy
If you want to run the latest version of the code, you can install from git:
$ python3 -m pip install -U git+git://github.com/python/mypy.git
Now, if Python on your system is configured properly (else see "Troubleshooting" below), you can type-check the statically typed parts of a program like this:
$ mypy PROGRAM
You can always use a Python interpreter to run your statically typed programs, even if they have type errors:
$ python3 PROGRAM
You can also try mypy in an online playground (developed by Yusuke Miyazaki).
IDE, Linter Integrations, and Pre-commit
Mypy can be integrated into popular IDEs:
- Vim:
- Emacs: using Flycheck and Flycheck-mypy
- Sublime Text: SublimeLinter-contrib-mypy
- Atom: linter-mypy
- PyCharm: mypy plugin (PyCharm integrates its own implementation of PEP 484)
- VS Code: provides basic integration with mypy.
Mypy can also be set up as a pre-commit hook using pre-commit mirrors-mypy.
Web site and documentation
Documentation and additional information is available at the web site:
Or you can jump straight to the documentation:
Troubleshooting
Depending on your configuration, you may have to run pip
like
this:
$ python3 -m pip install -U mypy
This should automatically install the appropriate version of mypy's parser, typed-ast. If for some reason it does not, you can install it manually:
$ python3 -m pip install -U typed-ast
If the mypy
command isn't found after installation: After
python3 -m pip install
, the mypy
script and
dependencies, including the typing
module, will be installed to
system-dependent locations. Sometimes the script directory will not
be in PATH
, and you have to add the target directory to PATH
manually or create a symbolic link to the script. In particular, on
macOS, the script may be installed under /Library/Frameworks
:
/Library/Frameworks/Python.framework/Versions/<version>/bin
In Windows, the script is generally installed in
\PythonNN\Scripts
. So, type check a program like this (replace
\Python34
with your Python installation path):
C:\>\Python34\python \Python34\Scripts\mypy PROGRAM
virtualenv
Working with If you are using virtualenv
,
make sure you are running a python3 environment. Installing via pip3
in a v2 environment will not configure the environment to run installed
modules from the command line.
$ python3 -m pip install -U virtualenv
$ python3 -m virtualenv env
Quick start for contributing to mypy
If you want to contribute, first clone the mypy git repository:
$ git clone --recurse-submodules https://github.com/python/mypy.git
If you've already cloned the repo without --recurse-submodules
,
you need to pull in the typeshed repo as follows:
$ git submodule init
$ git submodule update
Either way you should now have a subdirectory typeshed
inside your mypy repo,
your folders tree should be like mypy/mypy/typeshed
, containing a
clone of the typeshed repo (https://github.com/python/typeshed
).
From the mypy directory, use pip to install mypy:
$ cd mypy
$ python3 -m pip install -U .
Replace python3
with your Python 3 interpreter. You may have to do
the above as root. For example, in Ubuntu:
$ sudo python3 -m pip install -U .
Now you can use the mypy
program just as above. In case of trouble
see "Troubleshooting" above.
NOTE: Installing with sudo can be a security risk, please try with flag
--user
first. $ python3 -m pip install --user -U .
Working with the git version of mypy
mypy contains a submodule, "typeshed". See https://github.com/python/typeshed. This submodule contains types for the Python standard library.
Due to the way git submodules work, you'll have to do
git submodule update mypy/typeshed
whenever you change branches, merge, rebase, or pull.
(It's possible to automate this: Search Google for "git hook update submodule")
Tests
The basic way to run tests:
$ pip3 install -r test-requirements.txt
$ python2 -m pip install -U typing
$ ./runtests.py
For more on the tests, such as how to write tests and how to control which tests to run, see Test README.md.
Development status
Mypy is beta software, but it has already been used in production for several years at Dropbox, and it has an extensive test suite.
See the roadmap if you are interested in plans for the future.
Changelog
Follow mypy's updates on the blog: https://mypy-lang.blogspot.com/
Issue tracker
Please report any bugs and enhancement ideas using the mypy issue tracker: https://github.com/python/mypy/issues
If you have any questions about using mypy or types, please ask in the typing gitter instead: https://gitter.im/python/typing
Compiled version of mypy
We have built a compiled version of mypy using the mypyc compiler for mypy-annotated Python code. It is approximately 4 times faster than interpreted mypy and is available (and the default) for 64-bit Windows, macOS, and Linux.
To install an interpreted mypy instead, use:
$ python3 -m pip install --no-binary mypy -U mypy
If you wish to test out the compiled version of a development version of mypy, you can directly install a binary from https://github.com/mypyc/mypy_mypyc-wheels/releases/latest.
Help wanted
Any help in testing, development, documentation and other tasks is highly appreciated and useful to the project. There are tasks for contributors of all experience levels. If you're just getting started, ask on the gitter chat for ideas of good beginner issues.
For more details, see the file CONTRIBUTING.md.
License
Mypy is licensed under the terms of the MIT License (see the file LICENSE).