+ignore = E203, E501, W503
+```
+
+You'll find _Black_'s own .flake8 config file is configured like this. Explanation of
+why W503 and E203 are disabled can be found further in this documentation. And if you're
+curious about the reasoning behind B950,
+[Bugbear's documentation](https://github.com/PyCQA/flake8-bugbear#opinionated-warnings)
+explains it. The tl;dr is "it's like highway speed limits, we won't bother you if you
+overdo it by a few km/h".
+
+**If you're looking for a minimal, black-compatible flake8 configuration:**
+
+```ini
+[flake8]
+max-line-length = 88
+extend-ignore = E203
+```
+
+### Empty lines
+
+_Black_ avoids spurious vertical whitespace. This is in the spirit of PEP 8 which says
+that in-function vertical whitespace should only be used sparingly.
+
+_Black_ will allow single empty lines inside functions, and single and double empty
+lines on module level left by the original editors, except when they're within
+parenthesized expressions. Since such expressions are always reformatted to fit minimal
+space, this whitespace is lost.
+
+It will also insert proper spacing before and after function definitions. It's one line
+before and after inner functions and two lines before and after module-level functions
+and classes. _Black_ will not put empty lines between function/class definitions and
+standalone comments that immediately precede the given function/class.
+
+_Black_ will enforce single empty lines between a class-level docstring and the first
+following field or method. This conforms to
+[PEP 257](https://www.python.org/dev/peps/pep-0257/#multi-line-docstrings).
+
+_Black_ won't insert empty lines after function docstrings unless that empty line is
+required due to an inner function starting immediately after.
+
+### Trailing commas
+
+_Black_ will add trailing commas to expressions that are split by comma where each
+element is on its own line. This includes function signatures.
+
+Unnecessary trailing commas are removed if an expression fits in one line. This makes it
+1% more likely that your line won't exceed the allotted line length limit. Moreover, in
+this scenario, if you added another argument to your call, you'd probably fit it in the
+same line anyway. That doesn't make diffs any larger.
+
+One exception to removing trailing commas is tuple expressions with just one element. In
+this case _Black_ won't touch the single trailing comma as this would unexpectedly
+change the underlying data type. Note that this is also the case when commas are used
+while indexing. This is a tuple in disguise: `numpy_array[3, ]`.
+
+One exception to adding trailing commas is function signatures containing `*`, `*args`,
+or `**kwargs`. In this case a trailing comma is only safe to use on Python 3.6. _Black_
+will detect if your file is already 3.6+ only and use trailing commas in this situation.
+If you wonder how it knows, it looks for f-strings and existing use of trailing commas
+in function signatures that have stars in them. In other words, if you'd like a trailing
+comma in this situation and _Black_ didn't recognize it was safe to do so, put it there
+manually and _Black_ will keep it.
+
+### Strings
+
+_Black_ prefers double quotes (`"` and `"""`) over single quotes (`'` and `'''`). It
+will replace the latter with the former as long as it does not result in more backslash
+escapes than before.
+
+_Black_ also standardizes string prefixes, making them always lowercase. On top of that,
+if your code is already Python 3.6+ only or it's using the `unicode_literals` future
+import, _Black_ will remove `u` from the string prefix as it is meaningless in those
+scenarios.
+
+The main reason to standardize on a single form of quotes is aesthetics. Having one kind
+of quotes everywhere reduces reader distraction. It will also enable a future version of
+_Black_ to merge consecutive string literals that ended up on the same line (see
+[#26](https://github.com/psf/black/issues/26) for details).
+
+Why settle on double quotes? They anticipate apostrophes in English text. They match the
+docstring standard described in
+[PEP 257](https://www.python.org/dev/peps/pep-0257/#what-is-a-docstring). An empty
+string in double quotes (`""`) is impossible to confuse with a one double-quote
+regardless of fonts and syntax highlighting used. On top of this, double quotes for
+strings are consistent with C which Python interacts a lot with.
+
+On certain keyboard layouts like US English, typing single quotes is a bit easier than
+double quotes. The latter requires use of the Shift key. My recommendation here is to
+keep using whatever is faster to type and let _Black_ handle the transformation.
+
+If you are adopting _Black_ in a large project with pre-existing string conventions
+(like the popular
+["single quotes for data, double quotes for human-readable strings"](https://stackoverflow.com/a/56190)),
+you can pass `--skip-string-normalization` on the command line. This is meant as an
+adoption helper, avoid using this for new projects.
+
+### Numeric literals
+
+_Black_ standardizes most numeric literals to use lowercase letters for the syntactic
+parts and uppercase letters for the digits themselves: `0xAB` instead of `0XAB` and
+`1e10` instead of `1E10`. Python 2 long literals are styled as `2L` instead of `2l` to
+avoid confusion between `l` and `1`.
+
+### Line breaks & binary operators
+
+_Black_ will break a line before a binary operator when splitting a block of code over
+multiple lines. This is so that _Black_ is compliant with the recent changes in the
+[PEP 8](https://www.python.org/dev/peps/pep-0008/#should-a-line-break-before-or-after-a-binary-operator)
+style guide, which emphasizes that this approach improves readability.
+
+This behaviour may raise `W503 line break before binary operator` warnings in style
+guide enforcement tools like Flake8. Since `W503` is not PEP 8 compliant, you should
+tell Flake8 to ignore these warnings.
+
+### Slices
+
+PEP 8
+[recommends](https://www.python.org/dev/peps/pep-0008/#whitespace-in-expressions-and-statements)
+to treat `:` in slices as a binary operator with the lowest priority, and to leave an
+equal amount of space on either side, except if a parameter is omitted (e.g.
+`ham[1 + 1 :]`). It recommends no spaces around `:` operators for "simple expressions"
+(`ham[lower:upper]`), and extra space for "complex expressions"
+(`ham[lower : upper + offset]`). _Black_ treats anything more than variable names as
+"complex" (`ham[lower : upper + 1]`). It also states that for extended slices, both `:`
+operators have to have the same amount of spacing, except if a parameter is omitted
+(`ham[1 + 1 ::]`). _Black_ enforces these rules consistently.
+
+This behaviour may raise `E203 whitespace before ':'` warnings in style guide
+enforcement tools like Flake8. Since `E203` is not PEP 8 compliant, you should tell
+Flake8 to ignore these warnings.
+
+### Parentheses
+
+Some parentheses are optional in the Python grammar. Any expression can be wrapped in a
+pair of parentheses to form an atom. There are a few interesting cases:
+
+- `if (...):`
+- `while (...):`
+- `for (...) in (...):`
+- `assert (...), (...)`
+- `from X import (...)`
+- assignments like:
+ - `target = (...)`
+ - `target: type = (...)`
+ - `some, *un, packing = (...)`
+ - `augmented += (...)`
+
+In those cases, parentheses are removed when the entire statement fits in one line, or
+if the inner expression doesn't have any delimiters to further split on. If there is
+only a single delimiter and the expression starts or ends with a bracket, the
+parenthesis can also be successfully omitted since the existing bracket pair will
+organize the expression neatly anyway. Otherwise, the parentheses are added.
+
+Please note that _Black_ does not add or remove any additional nested parentheses that
+you might want to have for clarity or further code organization. For example those
+parentheses are not going to be removed:
+
+```py3
+return not (this or that)
+decision = (maybe.this() and values > 0) or (maybe.that() and values < 0)
+```
+
+### Call chains
+
+Some popular APIs, like ORMs, use call chaining. This API style is known as a
+[fluent interface](https://en.wikipedia.org/wiki/Fluent_interface). _Black_ formats
+those by treating dots that follow a call or an indexing operation like a very low
+priority delimiter. It's easier to show the behavior than to explain it. Look at the
+example:
+
+```py3
+def example(session):
+ result = (
+ session.query(models.Customer.id)
+ .filter(
+ models.Customer.account_id == account_id,
+ models.Customer.email == email_address,
+ )
+ .order_by(models.Customer.id.asc())
+ .all()
+ )
+```
+
+### Typing stub files
+
+PEP 484 describes the syntax for type hints in Python. One of the use cases for typing
+is providing type annotations for modules which cannot contain them directly (they might
+be written in C, or they might be third-party, or their implementation may be overly
+dynamic, and so on).
+
+To solve this,
+[stub files with the `.pyi` file extension](https://www.python.org/dev/peps/pep-0484/#stub-files)
+can be used to describe typing information for an external module. Those stub files omit
+the implementation of classes and functions they describe, instead they only contain the
+structure of the file (listing globals, functions, and classes with their members). The
+recommended code style for those files is more terse than PEP 8:
+
+- prefer `...` on the same line as the class/function signature;
+- avoid vertical whitespace between consecutive module-level functions, names, or
+ methods and fields within a single class;
+- use a single blank line between top-level class definitions, or none if the classes
+ are very small.
+
+_Black_ enforces the above rules. There are additional guidelines for formatting `.pyi`
+file that are not enforced yet but might be in a future version of the formatter:
+
+- all function bodies should be empty (contain `...` instead of the body);
+- do not use docstrings;
+- prefer `...` over `pass`;
+- for arguments with a default, use `...` instead of the actual default;
+- avoid using string literals in type annotations, stub files support forward references
+ natively (like Python 3.7 code with `from __future__ import annotations`);
+- use variable annotations instead of type comments, even for stubs that target older
+ versions of Python;
+- for arguments that default to `None`, use `Optional[]` explicitly;
+- use `float` instead of `Union[int, float]`.
+
+## Pragmatism
+
+Early versions of _Black_ used to be absolutist in some respects. They took after its
+initial author. This was fine at the time as it made the implementation simpler and
+there were not many users anyway. Not many edge cases were reported. As a mature tool,
+_Black_ does make some exceptions to rules it otherwise holds. This section documents
+what those exceptions are and why this is the case.
+
+### The magic trailing comma
+
+_Black_ in general does not take existing formatting into account.
+
+However, there are cases where you put a short collection or function call in your code
+but you anticipate it will grow in the future.
+
+For example:
+
+```py3
+TRANSLATIONS = {
+ "en_us": "English (US)",
+ "pl_pl": "polski",
+}
+```
+
+Early versions of _Black_ used to ruthlessly collapse those into one line (it fits!).
+Now, you can communicate that you don't want that by putting a trailing comma in the
+collection yourself. When you do, _Black_ will know to always explode your collection
+into one item per line.
+
+How do you make it stop? Just delete that trailing comma and _Black_ will collapse your
+collection into one line if it fits.
+
+### r"strings" and R"strings"
+
+_Black_ normalizes string quotes as well as string prefixes, making them lowercase. One
+exception to this rule is r-strings. It turns out that the very popular
+[MagicPython](https://github.com/MagicStack/MagicPython/) syntax highlighter, used by
+default by (among others) GitHub and Visual Studio Code, differentiates between
+r-strings and R-strings. The former are syntax highlighted as regular expressions while
+the latter are treated as true raw strings with no special semantics.
+
+## pyproject.toml
+
+_Black_ is able to read project-specific default values for its command line options
+from a `pyproject.toml` file. This is especially useful for specifying custom
+`--include` and `--exclude` patterns for your project.
+
+**Pro-tip**: If you're asking yourself "Do I need to configure anything?" the answer is
+"No". _Black_ is all about sensible defaults.
+
+### What on Earth is a `pyproject.toml` file?
+
+[PEP 518](https://www.python.org/dev/peps/pep-0518/) defines `pyproject.toml` as a
+configuration file to store build system requirements for Python projects. With the help
+of tools like [Poetry](https://poetry.eustace.io/) or
+[Flit](https://flit.readthedocs.io/en/latest/) it can fully replace the need for
+`setup.py` and `setup.cfg` files.
+
+### Where _Black_ looks for the file
+
+By default _Black_ looks for `pyproject.toml` starting from the common base directory of
+all files and directories passed on the command line. If it's not there, it looks in
+parent directories. It stops looking when it finds the file, or a `.git` directory, or a
+`.hg` directory, or the root of the file system, whichever comes first.
+
+If you're formatting standard input, _Black_ will look for configuration starting from
+the current working directory.
+
+You can also explicitly specify the path to a particular file that you want with
+`--config`. In this situation _Black_ will not look for any other file.
+
+If you're running with `--verbose`, you will see a blue message if a file was found and
+used.
+
+Please note `blackd` will not use `pyproject.toml` configuration.
+
+### Configuration format
+
+As the file extension suggests, `pyproject.toml` is a
+[TOML](https://github.com/toml-lang/toml) file. It contains separate sections for
+different tools. _Black_ is using the `[tool.black]` section. The option keys are the
+same as long names of options on the command line.
+
+Note that you have to use single-quoted strings in TOML for regular expressions. It's
+the equivalent of r-strings in Python. Multiline strings are treated as verbose regular
+expressions by Black. Use `[ ]` to denote a significant space character.
+
+<details>
+<summary>Example `pyproject.toml`</summary>
+
+```toml
+[tool.black]
+line-length = 88
+target-version = ['py37']
+include = '\.pyi?$'
+exclude = '''
+
+(
+ /(
+ \.eggs # exclude a few common directories in the
+ | \.git # root of the project
+ | \.hg
+ | \.mypy_cache
+ | \.tox
+ | \.venv
+ | _build
+ | buck-out
+ | build
+ | dist
+ )/
+ | foo.py # also separately exclude a file named foo.py in
+ # the root of the project
+)
+'''
+```
+
+</details>
+
+### Lookup hierarchy
+
+Command-line options have defaults that you can see in `--help`. A `pyproject.toml` can
+override those defaults. Finally, options provided by the user on the command line
+override both.
+
+_Black_ will only ever use one `pyproject.toml` file during an entire run. It doesn't
+look for multiple files, and doesn't compose configuration from different levels of the
+file hierarchy.
+
+## Editor integration
+
+### Emacs
+
+Options include the following:
+
+- [purcell/reformatter.el](https://github.com/purcell/reformatter.el)
+- [proofit404/blacken](https://github.com/proofit404/blacken)
+- [Elpy](https://github.com/jorgenschaefer/elpy).
+
+### PyCharm/IntelliJ IDEA
+
+1. Install `black`.
+
+```console
+$ pip install black
+```
+
+2. Locate your `black` installation folder.
+
+On macOS / Linux / BSD:
+
+```console
+$ which black
+/usr/local/bin/black # possible location
+```
+
+On Windows:
+
+```console
+$ where black
+%LocalAppData%\Programs\Python\Python36-32\Scripts\black.exe # possible location
+```
+
+Note that if you are using a virtual environment detected by PyCharm, this is an
+unneeded step. In this case the path to `black` is `$PyInterpreterDirectory$/black`.
+
+3. Open External tools in PyCharm/IntelliJ IDEA
+
+On macOS:
+
+`PyCharm -> Preferences -> Tools -> External Tools`
+
+On Windows / Linux / BSD:
+
+`File -> Settings -> Tools -> External Tools`
+
+4. Click the + icon to add a new external tool with the following values:
+
+ - Name: Black
+ - Description: Black is the uncompromising Python code formatter.
+ - Program: <install_location_from_step_2>
+ - Arguments: `"$FilePath$"`
+
+5. Format the currently opened file by selecting `Tools -> External Tools -> black`.
+
+ - Alternatively, you can set a keyboard shortcut by navigating to
+ `Preferences or Settings -> Keymap -> External Tools -> External Tools - Black`.
+
+6. Optionally, run _Black_ on every file save:
+
+ 1. Make sure you have the
+ [File Watchers](https://plugins.jetbrains.com/plugin/7177-file-watchers) plugin
+ installed.
+ 2. Go to `Preferences or Settings -> Tools -> File Watchers` and click `+` to add a
+ new watcher:
+ - Name: Black
+ - File type: Python
+ - Scope: Project Files
+ - Program: <install_location_from_step_2>
+ - Arguments: `$FilePath$`
+ - Output paths to refresh: `$FilePath$`
+ - Working directory: `$ProjectFileDir$`
+
+ - Uncheck "Auto-save edited files to trigger the watcher" in Advanced Options
+
+### Wing IDE
+
+Wing supports black via the OS Commands tool, as explained in the Wing documentation on
+[pep8 formatting](https://wingware.com/doc/edit/pep8). The detailed procedure is:
+
+1. Install `black`.
+
+```console
+$ pip install black
+```
+
+2. Make sure it runs from the command line, e.g.
+
+```console
+$ black --help
+```
+
+3. In Wing IDE, activate the **OS Commands** panel and define the command **black** to
+ execute black on the currently selected file:
+
+- Use the Tools -> OS Commands menu selection
+- click on **+** in **OS Commands** -> New: Command line..
+ - Title: black
+ - Command Line: black %s
+ - I/O Encoding: Use Default
+ - Key Binding: F1
+ - [x] Raise OS Commands when executed
+ - [x] Auto-save files before execution
+ - [x] Line mode
+
+4. Select a file in the editor and press **F1** , or whatever key binding you selected
+ in step 3, to reformat the file.
+
+### Vim
+
+Commands and shortcuts:
+
+- `:Black` to format the entire file (ranges not supported);
+- `:BlackUpgrade` to upgrade _Black_ inside the virtualenv;
+- `:BlackVersion` to get the current version of _Black_ inside the virtualenv.
+
+Configuration:
+
+- `g:black_fast` (defaults to `0`)
+- `g:black_linelength` (defaults to `88`)
+- `g:black_skip_string_normalization` (defaults to `0`)
+- `g:black_virtualenv` (defaults to `~/.vim/black` or `~/.local/share/nvim/black`)
+
+To install with [vim-plug](https://github.com/junegunn/vim-plug):
+
+```
+Plug 'psf/black', { 'branch': 'stable' }
+```
+
+or with [Vundle](https://github.com/VundleVim/Vundle.vim):
+
+```
+Plugin 'psf/black'
+```
+
+and execute the following in a terminal:
+
+```console
+$ cd ~/.vim/bundle/black
+$ git checkout origin/stable -b stable
+```
+
+or you can copy the plugin from
+[plugin/black.vim](https://github.com/psf/black/blob/stable/plugin/black.vim).
+
+```
+mkdir -p ~/.vim/pack/python/start/black/plugin
+curl https://raw.githubusercontent.com/psf/black/master/plugin/black.vim -o ~/.vim/pack/python/start/black/plugin/black.vim
+```
+
+Let me know if this requires any changes to work with Vim 8's builtin `packadd`, or
+Pathogen, and so on.
+
+This plugin **requires Vim 7.0+ built with Python 3.6+ support**. It needs Python 3.6 to
+be able to run _Black_ inside the Vim process which is much faster than calling an
+external command.
+
+On first run, the plugin creates its own virtualenv using the right Python version and
+automatically installs _Black_. You can upgrade it later by calling `:BlackUpgrade` and
+restarting Vim.
+
+If you need to do anything special to make your virtualenv work and install _Black_ (for
+example you want to run a version from master), create a virtualenv manually and point
+`g:black_virtualenv` to it. The plugin will use it.
+
+To run _Black_ on save, add the following line to `.vimrc` or `init.vim`:
+
+```
+autocmd BufWritePre *.py execute ':Black'
+```
+
+To run _Black_ on a key press (e.g. F9 below), add this:
+
+```
+nnoremap <F9> :Black<CR>
+```
+
+**How to get Vim with Python 3.6?** On Ubuntu 17.10 Vim comes with Python 3.6 by
+default. On macOS with Homebrew run: `brew install vim`. When building Vim from source,
+use: `./configure --enable-python3interp=yes`. There's many guides online how to do
+this.
+
+**I get an import error when using _Black_ from a virtual environment**: If you get an
+error message like this:
+
+```text
+Traceback (most recent call last):
+ File "<string>", line 63, in <module>
+ File "/home/gui/.vim/black/lib/python3.7/site-packages/black.py", line 45, in <module>
+ from typed_ast import ast3, ast27
+ File "/home/gui/.vim/black/lib/python3.7/site-packages/typed_ast/ast3.py", line 40, in <module>
+ from typed_ast import _ast3
+ImportError: /home/gui/.vim/black/lib/python3.7/site-packages/typed_ast/_ast3.cpython-37m-x86_64-linux-gnu.so: undefined symbool: PyExc_KeyboardInterrupt
+```
+
+Then you need to install `typed_ast` and `regex` directly from the source code. The
+error happens because `pip` will download [Python wheels](https://pythonwheels.com/) if
+they are available. Python wheels are a new standard of distributing Python packages and
+packages that have Cython and extensions written in C are already compiled, so the
+installation is much more faster. The problem here is that somehow the Python
+environment inside Vim does not match with those already compiled C extensions and these
+kind of errors are the result. Luckily there is an easy fix: installing the packages
+from the source code.
+
+The two packages that cause the problem are:
+
+- [regex](https://pypi.org/project/regex/)
+- [typed-ast](https://pypi.org/project/typed-ast/)
+
+Now remove those two packages:
+
+```console
+$ pip uninstall regex typed-ast -y
+```
+
+And now you can install them with:
+
+```console
+$ pip install --no-binary :all: regex typed-ast
+```
+
+The C extensions will be compiled and now Vim's Python environment will match. Note that
+you need to have the GCC compiler and the Python development files installed (on
+Ubuntu/Debian do `sudo apt-get install build-essential python3-dev`).
+
+If you later want to update _Black_, you should do it like this:
+
+```console
+$ pip install -U black --no-binary regex,typed-ast