2016-05-24 16:05:40 +02:00
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# Testing with the mypy Python static type checker
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2016-04-27 10:28:12 +02:00
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[mypy](http://mypy-lang.org/) is a compile-time static type checker
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for Python, allowing optional, gradual typing of Python code. Zulip
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is using mypy's Python 2 compatible syntax for type annotations, which
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means that type annotations are written inside comments that start
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with `# type: `. Here's a brief example of the mypy syntax we're
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using in Zulip:
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```
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user_dict = {} # type: Dict[str, UserProfile]
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def get_user_profile_by_email(email):
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# type: (str) -> UserProfile
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... # Actual code of the function here
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```
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You can learn more about it at:
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2016-06-10 12:58:19 +02:00
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* [The mypy cheat
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sheet](https://github.com/python/mypy/blob/master/docs/source/cheat_sheet.rst)
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is the best resource for quickly understanding how to write the PEP
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484 type annotations used by mypy correctly.
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* The [Python 2 type annotation syntax spec in PEP
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484](https://www.python.org/dev/peps/pep-0484/#suggested-syntax-for-python-2-7-and-straddling-code)
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2016-04-30 01:00:06 +02:00
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* [Using mypy with Python 2 code](http://mypy.readthedocs.io/en/latest/python2.html)
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2016-04-27 10:28:12 +02:00
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The mypy type checker is run automatically as part of Zulip's Travis
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CI testing process.
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2016-06-11 01:29:00 +02:00
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## Zulip goals
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Zulip is hoping to reach 100% of the codebase annotated with mypy
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static types, and then enforce that it stays that way. Our current
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coverage is shown in
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[Coveralls](https://coveralls.io/github/zulip/zulip).
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2016-04-27 10:28:12 +02:00
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## Installing mypy
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If you installed Zulip's development environment correctly, mypy
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should already be installed inside the Python 3 virtualenv at
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`zulip-py3-venv` (mypy only supports Python 3). If it isn't installed
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(e.g. because you haven't reprovisioned recently), you can run
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`tools/install-mypy` to install it.
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## Running mypy on Zulip's code locally
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To run mypy on Zulip's python code, run the command:
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tools/run-mypy
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It will output errors in the same style of a compiler. For example,
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if your code has a type error like this:
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```
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foo = 1
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foo = '1'
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```
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you'll get an error like this:
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```
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test.py: note: In function "test":
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test.py:200: error: Incompatible types in assignment (expression has type "str", variable has type "int")
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```
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If you need help interpreting or debugging mypy errors, please feel
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free to mention @sharmaeklavya2 or @timabbott on your pull request (or
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email zulip-devel@googlegroups.com) to get help; we'd love to both
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build a great troubleshooting guide in this doc and also help
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contribute improvements to error messages upstream.
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Since mypy is a new tool under rapid development and occasionally
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makes breaking changes, Zulip is using a pinned version of mypy from
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its [git repository](https://github.com/python/mypy) rather than
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tracking the (older) latest mypy release on pypi.
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## Excluded files
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Since several python files in Zulip's code don't pass mypy's checks
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(even for unannotated code) right now, a list of files to be excluded
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from the check for CI is present in tools/run-mypy.
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To run mypy on all python files, ignoring the exclude list, you can
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pass the `--all` option to tools/run-mypy.
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tools/run-mypy --all
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2016-06-10 12:58:19 +02:00
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If you type annotate some of those files so that they pass without
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errors, please remove them from the exclude list.
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## Mypy is there to find bugs in Zulip before they impact users
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For the purposes of Zulip development, you can treat `mypy` like a
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much more powerful linter that can catch a wide range of bugs. If,
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after running tools/run-mypy on your Zulip branch, you get mypy
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errors, it's important to get to the bottom of the issue, not just do
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something quick to silence the warnings. Possible explanations include:
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* A bug in any new type annotations you added.
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* A bug in the existing type annotations.
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* A bug in Zulip!
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* Some Zulip code is correct but confusingly reuses variables with
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different types.
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* A bug in mypy (though this is increasingly rare as mypy is now
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fairly mature as a project).
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Each explanation has its own solution, but in every case the result
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should be solving the mypy warning in a way that makes the Zulip
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codebase better. If you need help understanding an issue, please feel
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free to, mention @sharmaeklavya2 or @timabbott on the relevant pull
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request or issue on GitHub.
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If you think you have found a bug in Zulip or mypy, inform the zulip
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developers by opening an issue on [Zulip's github
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repository](https://github.com/zulip/zulip/issues) or posting on
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[zulip-devel](https://groups.google.com/d/forum/zulip-devel). If it's
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indeed a mypy bug, we can help with reporting it upstream.
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2016-06-10 19:05:26 +02:00
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## Annotating strings
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In python 3, strings can have non-ASCII characters without any problems.
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Such characters are required to support languages which use non-latin
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scripts like Japanese and Hindi. They are also needed to support special
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characters like mathematical symbols, musical symbols, etc.
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In python 2, however, `str` generally doesn't work well with non-ASCII
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characters. That's why `unicode` was introduced in python 2.
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But there are problems with the `unicode` and `str` system. Implicit
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conversions between `str` and `unicode` use the `ascii` codec, which
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fails on strings containing non-ASCII characters. Such errors are hard
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to detect by people who always write in English. To minimize such
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implicit conversions, we should have a strict separation between `str`
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and `unicode` in python 2. It might seem that using `unicode` everywhere
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will solve all problems, but unfortunately it doesn't. This is because
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some parts of the standard library and the python language (like keyword
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argument unpacking) insist that parameters passed to them are `str`.
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To make our code work correctly on python 2, we have to identify strings
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which contain data which could come from non-ASCII sources like stream
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names, people's names, domain names, content of messages, emails, etc.
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These strings should be `unicode`. We also have to identify strings
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which should be `str` like Exception names, attribute names, parameter
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names, etc.
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Mypy can help with this. We just have to annotate each string as either
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`str` or `unicode` and mypy's static type checking will tell us if we
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are incorrectly mixing the two. However, `unicode` is not defined in
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python 3. We want our code to be python 3 compatible in the future.
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This can be achieved using 'six', a Python 2 and 3 compatibility library.
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`six.text_type` is defined as `str` on python 3 and as `unicode` on
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python 2. We'll be using `text_type` (instead of `unicode`) and `str`
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to annotate strings in Zulip's code. We follow the style of doing
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`from six import text_type` and using `text_type` for annotation instead
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of doing `import six` and using `six.text_type` for annotation, because
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`text_type` is used so extensively for type annotations that we don't
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need to be that verbose.
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2016-06-11 12:49:08 +02:00
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Sometimes you'll find that you have to convert strings from one type to
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another. `zerver/lib/str_utils.py` has utility functions to help with that.
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It also has documentation (in docstrings) which explains the right way
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to use them.
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