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ruff/README.md
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<!-- Begin section: Overview -->
# Ruff
[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v1.json)](https://github.com/charliermarsh/ruff)
[![image](https://img.shields.io/pypi/v/ruff.svg)](https://pypi.python.org/pypi/ruff)
[![image](https://img.shields.io/pypi/l/ruff.svg)](https://pypi.python.org/pypi/ruff)
[![image](https://img.shields.io/pypi/pyversions/ruff.svg)](https://pypi.python.org/pypi/ruff)
[![Actions status](https://github.com/charliermarsh/ruff/workflows/CI/badge.svg)](https://github.com/charliermarsh/ruff/actions)
[**Discord**](https://discord.gg/c9MhzV8aU5) | [**Docs**](https://beta.ruff.rs/docs/) | [**Playground**](https://play.ruff.rs/)
An extremely fast Python linter, written in Rust.
<p align="center">
<picture align="center">
<source media="(prefers-color-scheme: dark)" srcset="https://user-images.githubusercontent.com/1309177/212613422-7faaf278-706b-4294-ad92-236ffcab3430.svg">
<source media="(prefers-color-scheme: light)" srcset="https://user-images.githubusercontent.com/1309177/212613257-5f4bca12-6d6b-4c79-9bac-51a4c6d08928.svg">
<img alt="Shows a bar chart with benchmark results." src="https://user-images.githubusercontent.com/1309177/212613257-5f4bca12-6d6b-4c79-9bac-51a4c6d08928.svg">
</picture>
</p>
<p align="center">
<i>Linting the CPython codebase from scratch.</i>
</p>
* ⚡️ 10-100x faster than existing linters
* 🐍 Installable via `pip`
* 🛠️ `pyproject.toml` support
* 📦 Built-in caching, to avoid re-analyzing unchanged files
* 🔧 Autofix support, for automatic error correction (e.g., automatically remove unused imports)
* ⚖️ [Near-parity](#how-does-ruff-compare-to-flake8) with the built-in Flake8 rule set
* 🔌 Native re-implementations of dozens of Flake8 plugins, like [flake8-bugbear](https://pypi.org/project/flake8-bugbear/)
* ⌨️ First-party editor integrations for [VS Code](https://github.com/charliermarsh/ruff-vscode) and [more](https://github.com/charliermarsh/ruff-lsp)
* 🌎 Monorepo-friendly, with [hierarchical and cascading configuration](#pyprojecttoml-discovery)
Ruff aims to be orders of magnitude faster than alternative tools while integrating more
functionality behind a single, common interface.
Ruff can be used to replace [Flake8](https://pypi.org/project/flake8/) (plus dozens of plugins),
[isort](https://pypi.org/project/isort/), [pydocstyle](https://pypi.org/project/pydocstyle/),
[yesqa](https://github.com/asottile/yesqa), [eradicate](https://pypi.org/project/eradicate/),
[pyupgrade](https://pypi.org/project/pyupgrade/), and [autoflake](https://pypi.org/project/autoflake/),
all while executing tens or hundreds of times faster than any individual tool.
Ruff is extremely actively developed and used in major open-source projects like:
* [pandas](https://github.com/pandas-dev/pandas)
* [FastAPI](https://github.com/tiangolo/fastapi)
* [Transformers (Hugging Face)](https://github.com/huggingface/transformers)
* [Apache Airflow](https://github.com/apache/airflow)
* [SciPy](https://github.com/scipy/scipy)
* [Zulip](https://github.com/zulip/zulip)
* [Bokeh](https://github.com/bokeh/bokeh)
* [Pydantic](https://github.com/pydantic/pydantic)
* [Dagster](https://github.com/dagster-io/dagster)
* [Dagger](https://github.com/dagger/dagger)
* [Sphinx](https://github.com/sphinx-doc/sphinx)
* [Hatch](https://github.com/pypa/hatch)
* [Jupyter](https://github.com/jupyter-server/jupyter_server)
* [Great Expectations](https://github.com/great-expectations/great_expectations)
* [Polars](https://github.com/pola-rs/polars)
* [Ibis](https://github.com/ibis-project/ibis)
* [Synapse (Matrix)](https://github.com/matrix-org/synapse)
* [SnowCLI (Snowflake)](https://github.com/Snowflake-Labs/snowcli)
* [Saleor](https://github.com/saleor/saleor)
* [OpenBB](https://github.com/OpenBB-finance/OpenBBTerminal)
* [Home Assistant](https://github.com/home-assistant/core)
* [Cryptography (PyCA)](https://github.com/pyca/cryptography)
* [cibuildwheel (PyPA)](https://github.com/pypa/cibuildwheel)
* [build (PyPA)](https://github.com/pypa/build)
* [Babel](https://github.com/python-babel/babel)
* [featuretools](https://github.com/alteryx/featuretools)
* [meson-python](https://github.com/mesonbuild/meson-python)
Read the [launch blog post](https://notes.crmarsh.com/python-tooling-could-be-much-much-faster) or
the most recent [project update](https://notes.crmarsh.com/ruff-the-first-200-releases).
## Testimonials
[**Sebastián Ramírez**](https://twitter.com/tiangolo/status/1591912354882764802), creator
of [FastAPI](https://github.com/tiangolo/fastapi):
> Ruff is so fast that sometimes I add an intentional bug in the code just to confirm it's actually
> running and checking the code.
[**Nick Schrock**](https://twitter.com/schrockn/status/1612615862904827904), founder of [Elementl](https://www.elementl.com/),
co-creator of [GraphQL](https://graphql.org/):
> Why is Ruff a gamechanger? Primarily because it is nearly 1000x faster. Literally. Not a typo. On
> our largest module (dagster itself, 250k LOC) pylint takes about 2.5 minutes, parallelized across 4
> cores on my M1. Running ruff against our _entire_ codebase takes .4 seconds.
[**Bryan Van de Ven**](https://github.com/bokeh/bokeh/pull/12605), co-creator
of [Bokeh](https://github.com/bokeh/bokeh/), original author
of [Conda](https://docs.conda.io/en/latest/):
> Ruff is ~150-200x faster than flake8 on my machine, scanning the whole repo takes ~0.2s instead of
> ~20s. This is an enormous quality of life improvement for local dev. It's fast enough that I added
> it as an actual commit hook, which is terrific.
[**Timothy Crosley**](https://twitter.com/timothycrosley/status/1606420868514877440),
creator of [isort](https://github.com/PyCQA/isort):
> Just switched my first project to Ruff. Only one downside so far: it's so fast I couldn't believe it was working till I intentionally introduced some errors.
[**Tim Abbott**](https://github.com/charliermarsh/ruff/issues/465#issuecomment-1317400028), lead
developer of [Zulip](https://github.com/zulip/zulip):
> This is just ridiculously fast... `ruff` is amazing.
<!-- End section: Overview -->
## Table of Contents
This README is also available as [documentation](https://beta.ruff.rs/docs/).
1. [Installation and Usage](#installation-and-usage)
1. [Configuration](#configuration)
1. [Supported Rules](#supported-rules)
1. [Editor Integrations](#editor-integrations)
1. [FAQ](#faq)
1. [Contributing](#contributing)
1. [Support](#support)
1. [Reference](#reference)
1. [Acknowledgements](#acknowledgements)
1. [License](#license)
## Installation and Usage
This README is also available as [documentation](https://beta.ruff.rs/docs/).
<!-- Begin section: Installation and Usage -->
### Installation
Ruff is available as [`ruff`](https://pypi.org/project/ruff/) on PyPI:
```shell
pip install ruff
```
For **macOS Homebrew** and **Linuxbrew** users, Ruff is also available as [`ruff`](https://formulae.brew.sh/formula/ruff) on Homebrew:
```shell
brew install ruff
```
For **Conda** users, Ruff is also available as [`ruff`](https://anaconda.org/conda-forge/ruff) on `conda-forge`:
```shell
conda install -c conda-forge ruff
```
For **Arch Linux** users, Ruff is also available as [`ruff`](https://archlinux.org/packages/community/x86_64/ruff/) on the official repositories:
```shell
pacman -S ruff
```
For **Alpine** users, Ruff is also available as [`ruff`](https://pkgs.alpinelinux.org/package/edge/testing/x86_64/ruff) on the testing repositories:
```shell
apk add ruff
```
[![Packaging status](https://repology.org/badge/vertical-allrepos/ruff-python-linter.svg?exclude_unsupported=1)](https://repology.org/project/ruff-python-linter/versions)
### Usage
To run Ruff, try any of the following:
```shell
ruff check . # Lint all files in the current directory (and any subdirectories)
ruff check path/to/code/ # Lint all files in `/path/to/code` (and any subdirectories)
ruff check path/to/code/*.py # Lint all `.py` files in `/path/to/code`
ruff check path/to/code/to/file.py # Lint `file.py`
```
You can run Ruff in `--watch` mode to automatically re-run on-change:
```shell
ruff check path/to/code/ --watch
```
Ruff also works with [pre-commit](https://pre-commit.com):
```yaml
- repo: https://github.com/charliermarsh/ruff-pre-commit
# Ruff version.
rev: 'v0.0.247'
hooks:
- id: ruff
```
Or, to enable autofix:
```yaml
- repo: https://github.com/charliermarsh/ruff-pre-commit
# Ruff version.
rev: 'v0.0.247'
hooks:
- id: ruff
args: [--fix, --exit-non-zero-on-fix]
```
<!-- End section: Installation and Usage -->
## Configuration
<!-- Begin section: Configuration -->
Ruff is configurable both via `pyproject.toml`, `ruff.toml`, and the command line. For a full list of configurable
options, see the [API reference](#reference).
### Configure via `pyproject.toml`
If left unspecified, the default configuration is equivalent to:
```toml
[tool.ruff]
# Enable Pyflakes `E` and `F` codes by default.
select = ["E", "F"]
ignore = []
# Allow autofix for all enabled rules (when `--fix`) is provided.
fixable = ["A", "B", "C", "D", "E", "F", "..."]
unfixable = []
# Exclude a variety of commonly ignored directories.
exclude = [
".bzr",
".direnv",
".eggs",
".git",
".hg",
".mypy_cache",
".nox",
".pants.d",
".pytype",
".ruff_cache",
".svn",
".tox",
".venv",
"__pypackages__",
"_build",
"buck-out",
"build",
"dist",
"node_modules",
"venv",
]
per-file-ignores = {}
# Same as Black.
line-length = 88
# Allow unused variables when underscore-prefixed.
dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
# Assume Python 3.10.
target-version = "py310"
[tool.ruff.mccabe]
# Unlike Flake8, default to a complexity level of 10.
max-complexity = 10
```
As an example, the following would configure Ruff to: (1) enforce flake8-bugbear rules, in addition
to the defaults; (2) avoid enforcing line-length violations (`E501`); (3) avoid attempting to fix
flake8-bugbear (`B`) violations; and (3) ignore import-at-top-of-file violations (`E402`) in
`__init__.py` files:
```toml
[tool.ruff]
# Enable flake8-bugbear (`B`) rules.
select = ["E", "F", "B"]
# Never enforce `E501` (line length violations).
ignore = ["E501"]
# Avoid trying to fix flake8-bugbear (`B`) violations.
unfixable = ["B"]
# Ignore `E402` (import violations) in all `__init__.py` files, and in `path/to/file.py`.
[tool.ruff.per-file-ignores]
"__init__.py" = ["E402"]
"path/to/file.py" = ["E402"]
```
Plugin configurations should be expressed as subsections, e.g.:
```toml
[tool.ruff]
# Add "Q" to the list of enabled codes.
select = ["E", "F", "Q"]
[tool.ruff.flake8-quotes]
docstring-quotes = "double"
```
Ruff mirrors Flake8's rule code system, in which each rule code consists of a one-to-three letter
prefix, followed by three digits (e.g., `F401`). The prefix indicates that "source" of the rule
(e.g., `F` for Pyflakes, `E` for pycodestyle, `ANN` for flake8-annotations). The set of enabled
rules is determined by the `select` and `ignore` options, which support both the full code (e.g.,
`F401`) and the prefix (e.g., `F`).
As a special-case, Ruff also supports the `ALL` code, which enables all rules. Note that some of the
pydocstyle rules conflict (e.g., `D203` and `D211`) as they represent alternative docstring
formats. Enabling `ALL` without further configuration may result in suboptimal behavior, especially
for the pydocstyle plugin.
If you're wondering how to configure Ruff, here are some **recommended guidelines**:
* Prefer `select` and `ignore` over `extend-select` and `extend-ignore`, to make your rule set
explicit.
* Use `ALL` with discretion. Enabling `ALL` will implicitly enable new rules whenever you upgrade.
* Start with a small set of rules (`select = ["E", "F"]`) and add a category at-a-time. For example,
you might consider expanding to `select = ["E", "F", "B"]` to enable the popular flake8-bugbear
extension.
* By default, Ruff's autofix is aggressive. If you find that it's too aggressive for your liking,
consider turning off autofix for specific rules or categories (see: [FAQ](#ruff-tried-to-fix-something-but-it-broke-my-code-what-should-i-do)).
### Configure via `ruff.toml`
As an alternative to `pyproject.toml`, Ruff will also respect a `ruff.toml` file, which implements
an equivalent schema (though the `[tool.ruff]` hierarchy can be omitted). For example, the
`pyproject.toml` described above would be represented via the following `ruff.toml`:
```toml
# Enable flake8-bugbear (`B`) rules.
select = ["E", "F", "B"]
# Never enforce `E501` (line length violations).
ignore = ["E501"]
# Avoid trying to fix flake8-bugbear (`B`) violations.
unfixable = ["B"]
# Ignore `E402` (import violations) in all `__init__.py` files, and in `path/to/file.py`.
[per-file-ignores]
"__init__.py" = ["E402"]
"path/to/file.py" = ["E402"]
```
For a full list of configurable options, see the [API reference](#reference).
### Command-line interface
Some configuration settings can be provided via the command-line, such as those related to
rule enablement and disablement, file discovery, logging level, and more:
```shell
ruff check path/to/code/ --select F401 --select F403 --quiet
```
See `ruff help` for more on Ruff's top-level commands:
<!-- Begin auto-generated command help. -->
```text
Ruff: An extremely fast Python linter.
Usage: ruff [OPTIONS] <COMMAND>
Commands:
check Run Ruff on the given files or directories (default)
rule Explain a rule
config List or describe the available configuration options
linter List all supported upstream linters
clean Clear any caches in the current directory and any subdirectories
help Print this message or the help of the given subcommand(s)
Options:
-h, --help Print help
-V, --version Print version
Log levels:
-v, --verbose Enable verbose logging
-q, --quiet Print lint violations, but nothing else
-s, --silent Disable all logging (but still exit with status code "1" upon detecting lint violations)
For help with a specific command, see: `ruff help <command>`.
```
<!-- End auto-generated command help. -->
Or `ruff help check` for more on the linting command:
<!-- Begin auto-generated subcommand help. -->
```text
Run Ruff on the given files or directories (default)
Usage: ruff check [OPTIONS] [FILES]...
Arguments:
[FILES]... List of files or directories to check
Options:
--fix
Attempt to automatically fix lint violations
--show-source
Show violations with source code
--show-fixes
Show an enumeration of all autofixed lint violations
--diff
Avoid writing any fixed files back; instead, output a diff for each changed file to stdout
-w, --watch
Run in watch mode by re-running whenever files change
--fix-only
Fix any fixable lint violations, but don't report on leftover violations. Implies `--fix`
--format <FORMAT>
Output serialization format for violations [env: RUFF_FORMAT=] [possible values: text, json, junit, grouped, github, gitlab, pylint]
--target-version <TARGET_VERSION>
The minimum Python version that should be supported
--config <CONFIG>
Path to the `pyproject.toml` or `ruff.toml` file to use for configuration
--statistics
Show counts for every rule with at least one violation
--add-noqa
Enable automatic additions of `noqa` directives to failing lines
--show-files
See the files Ruff will be run against with the current settings
--show-settings
See the settings Ruff will use to lint a given Python file
-h, --help
Print help
Rule selection:
--select <RULE_CODE>
Comma-separated list of rule codes to enable (or ALL, to enable all rules)
--ignore <RULE_CODE>
Comma-separated list of rule codes to disable
--extend-select <RULE_CODE>
Like --select, but adds additional rule codes on top of the selected ones
--per-file-ignores <PER_FILE_IGNORES>
List of mappings from file pattern to code to exclude
--fixable <RULE_CODE>
List of rule codes to treat as eligible for autofix. Only applicable when autofix itself is enabled (e.g., via `--fix`)
--unfixable <RULE_CODE>
List of rule codes to treat as ineligible for autofix. Only applicable when autofix itself is enabled (e.g., via `--fix`)
File selection:
--exclude <FILE_PATTERN> List of paths, used to omit files and/or directories from analysis
--extend-exclude <FILE_PATTERN> Like --exclude, but adds additional files and directories on top of those already excluded
--respect-gitignore Respect file exclusions via `.gitignore` and other standard ignore files
--force-exclude Enforce exclusions, even for paths passed to Ruff directly on the command-line
Miscellaneous:
-n, --no-cache
Disable cache reads
--isolated
Ignore all configuration files
--cache-dir <CACHE_DIR>
Path to the cache directory [env: RUFF_CACHE_DIR=]
--stdin-filename <STDIN_FILENAME>
The name of the file when passing it through stdin
-e, --exit-zero
Exit with status code "0", even upon detecting lint violations
--exit-non-zero-on-fix
Exit with a non-zero status code if any files were modified via autofix, even if no lint violations remain
Log levels:
-v, --verbose Enable verbose logging
-q, --quiet Print lint violations, but nothing else
-s, --silent Disable all logging (but still exit with status code "1" upon detecting lint violations)
```
<!-- End auto-generated subcommand help. -->
### `pyproject.toml` discovery
Similar to [ESLint](https://eslint.org/docs/latest/user-guide/configuring/configuration-files#cascading-and-hierarchy),
Ruff supports hierarchical configuration, such that the "closest" `pyproject.toml` file in the
directory hierarchy is used for every individual file, with all paths in the `pyproject.toml` file
(e.g., `exclude` globs, `src` paths) being resolved relative to the directory containing the
`pyproject.toml` file.
There are a few exceptions to these rules:
1. In locating the "closest" `pyproject.toml` file for a given path, Ruff ignores any
`pyproject.toml` files that lack a `[tool.ruff]` section.
2. If a configuration file is passed directly via `--config`, those settings are used for across
files. Any relative paths in that configuration file (like `exclude` globs or `src` paths) are
resolved relative to the _current working directory_.
3. If no `pyproject.toml` file is found in the filesystem hierarchy, Ruff will fall back to using
a default configuration. If a user-specific configuration file exists
at `${config_dir}/ruff/pyproject.toml`, that file will be used instead of the default
configuration, with `${config_dir}` being determined via the [`dirs`](https://docs.rs/dirs/4.0.0/dirs/fn.config_dir.html)
crate, and all relative paths being again resolved relative to the _current working directory_.
4. Any `pyproject.toml`-supported settings that are provided on the command-line (e.g., via
`--select`) will override the settings in _every_ resolved configuration file.
Unlike [ESLint](https://eslint.org/docs/latest/user-guide/configuring/configuration-files#cascading-and-hierarchy),
Ruff does not merge settings across configuration files; instead, the "closest" configuration file
is used, and any parent configuration files are ignored. In lieu of this implicit cascade, Ruff
supports an [`extend`](#extend) field, which allows you to inherit the settings from another
`pyproject.toml` file, like so:
```toml
# Extend the `pyproject.toml` file in the parent directory.
extend = "../pyproject.toml"
# But use a different line length.
line-length = 100
```
All of the above rules apply equivalently to `ruff.toml` files. If Ruff detects both a `ruff.toml`
and `pyproject.toml` file, it will defer to the `ruff.toml`.
### Python file discovery
When passed a path on the command-line, Ruff will automatically discover all Python files in that
path, taking into account the [`exclude`](#exclude) and [`extend-exclude`](#extend-exclude) settings
in each directory's `pyproject.toml` file.
By default, Ruff will also skip any files that are omitted via `.ignore`, `.gitignore`,
`.git/info/exclude`, and global `gitignore` files (see: [`respect-gitignore`](#respect-gitignore)).
Files that are passed to `ruff` directly are always linted, regardless of the above criteria.
For example, `ruff check /path/to/excluded/file.py` will always lint `file.py`.
### Rule resolution
The set of enabled rules is controlled via the [`select`](#select) and [`ignore`](#ignore) settings,
along with the [`extend-select`](#extend-select) and [`extend-ignore`](#extend-ignore) modifiers.
To resolve the enabled rule set, Ruff may need to reconcile `select` and `ignore` from a variety
of sources, including the current `pyproject.toml`, any inherited `pyproject.toml` files, and the
CLI (e.g., `--select`).
In those scenarios, Ruff uses the "highest-priority" `select` as the basis for the rule set, and
then applies any `extend-select`, `ignore`, and `extend-ignore` adjustments. CLI options are given
higher priority than `pyproject.toml` options, and the current `pyproject.toml` file is given higher
priority than any inherited `pyproject.toml` files.
For example, given the following `pyproject.toml` file:
```toml
[tool.ruff]
select = ["E", "F"]
ignore = ["F401"]
```
Running `ruff check --select F401` would result in Ruff enforcing `F401`, and no other rules.
Running `ruff check --extend-select B` would result in Ruff enforcing the `E`, `F`, and `B` rules, with
the exception of `F401`.
### Suppressing errors
To omit a lint rule entirely, add it to the "ignore" list via [`ignore`](#ignore) or
[`extend-ignore`](#extend-ignore), either on the command-line or in your `pyproject.toml` file.
To ignore a violation inline, Ruff uses a `noqa` system similar to [Flake8](https://flake8.pycqa.org/en/3.1.1/user/ignoring-errors.html).
To ignore an individual violation, add `# noqa: {code}` to the end of the line, like so:
```python
# Ignore F841.
x = 1 # noqa: F841
# Ignore E741 and F841.
i = 1 # noqa: E741, F841
# Ignore _all_ violations.
x = 1 # noqa
```
Note that, for multi-line strings, the `noqa` directive should come at the end of the string, and
will apply to the entire string, like so:
```python
"""Lorem ipsum dolor sit amet.
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor.
""" # noqa: E501
```
To ignore all violations across an entire file, add `# ruff: noqa` to any line in the file, like so:
```python
# ruff: noqa
```
To ignore a specific rule across an entire file, add `# ruff: noqa: {code}` to any line in the file,
like so:
```python
# ruff: noqa: F841
```
Or see the [`per-file-ignores`](#per-file-ignores) configuration setting, which enables the same
functionality via a `pyproject.toml` file.
Note that Ruff will also respect Flake8's `# flake8: noqa` directive, and will treat it as
equivalent to `# ruff: noqa`.
#### Automatic error suppression
Ruff supports several workflows to aid in `noqa` management.
First, Ruff provides a special rule code, `RUF100`, to enforce that your `noqa` directives are
"valid", in that the violations they _say_ they ignore are actually being triggered on that line (and
thus suppressed). You can run `ruff check /path/to/file.py --extend-select RUF100` to flag unused `noqa`
directives.
Second, Ruff can _automatically remove_ unused `noqa` directives via its autofix functionality.
You can run `ruff check /path/to/file.py --extend-select RUF100 --fix` to automatically remove unused
`noqa` directives.
Third, Ruff can _automatically add_ `noqa` directives to all failing lines. This is useful when
migrating a new codebase to Ruff. You can run `ruff check /path/to/file.py --add-noqa` to automatically
add `noqa` directives to all failing lines, with the appropriate rule codes.
#### Action comments
Ruff respects `isort`'s [action comments](https://pycqa.github.io/isort/docs/configuration/action_comments.html)
(`# isort: skip_file`, `# isort: on`, `# isort: off`, `# isort: skip`, and `# isort: split`), which
enable selectively enabling and disabling import sorting for blocks of code and other inline
configuration.
See the [`isort` documentation](https://pycqa.github.io/isort/docs/configuration/action_comments.html)
for more.
### Exit codes
By default, Ruff exits with the following status codes:
* `0` if no violations were found, or if all present violations were fixed automatically.
* `1` if violations were found.
* `2` if Ruff terminates abnormally due to invalid configuration, invalid CLI options, or an internal error.
This convention mirrors that of tools like ESLint, Prettier, and RuboCop.
Ruff supports two command-line flags that alter its exit code behavior:
* `--exit-zero` will cause Ruff to exit with a status code of `0` even if violations were found.
Note that Ruff will still exit with a status code of `2` if it terminates abnormally.
* `--exit-non-zero-on-fix` will cause Ruff to exit with a status code of `1` if violations were
found, _even if_ all such violations were fixed automatically. Note that the use of
`--exit-non-zero-on-fix` can result in a non-zero exit code even if no violations remain after
autofixing.
### Autocompletion
Ruff supports autocompletion for most shells. A shell-specific completion script can be generated
by `ruff generate-shell-completion <SHELL>`, where `<SHELL>` is one of `bash`, `elvish`, `fig`, `fish`,
`powershell`, or `zsh`.
The exact steps required to enable autocompletion will vary by shell. For example instructions,
see the [Poetry](https://python-poetry.org/docs/#enable-tab-completion-for-bash-fish-or-zsh) or
[ripgrep](https://github.com/BurntSushi/ripgrep/blob/master/FAQ.md#complete) documentation.
As an example: to enable autocompletion for Zsh, run
`ruff generate-shell-completion zsh > ~/.zfunc/_ruff`. Then add the following line to your
`~/.zshrc` file, if they're not already present:
```zsh
fpath+=~/.zfunc
autoload -Uz compinit && compinit
```
<!-- End section: Configuration -->
## Supported Rules
<!-- Begin section: Rules -->
Regardless of the rule's origin, Ruff re-implements every rule in Rust as a first-party feature.
By default, Ruff enables Flake8's `E` and `F` rules. Ruff supports all rules from the `F` category,
and a [subset](#error-e) of the `E` category, omitting those stylistic rules made obsolete by the
use of an autoformatter, like [Black](https://github.com/psf/black).
<!-- End section: Rules -->
See the [list of all rules](https://beta.ruff.rs/docs/rules/).
## Editor Integrations
<!-- Begin section: Editor Integrations -->
### VS Code (Official)
Download the [Ruff VS Code extension](https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff),
which supports autofix actions, import sorting, and more.
![Ruff VS Code extension](https://user-images.githubusercontent.com/1309177/205175763-cf34871d-5c05-4abf-9916-440afc82dbf8.gif)
### Language Server Protocol (Official)
Ruff supports the [Language Server Protocol](https://microsoft.github.io/language-server-protocol/)
via the [`ruff-lsp`](https://github.com/charliermarsh/ruff-lsp) Python package, available on
[PyPI](https://pypi.org/project/ruff-lsp/).
[`ruff-lsp`](https://github.com/charliermarsh/ruff-lsp) enables Ruff to be used with any editor that
supports the Language Server Protocol, including [Neovim](https://github.com/charliermarsh/ruff-lsp#example-neovim),
[Sublime Text](https://github.com/charliermarsh/ruff-lsp#example-sublime-text), Emacs, and more.
For example, to use `ruff-lsp` with Neovim, install `ruff-lsp` from PyPI along with
[`nvim-lspconfig`](https://github.com/neovim/nvim-lspconfig). Then, add something like the following
to your `init.lua`:
```lua
-- See: https://github.com/neovim/nvim-lspconfig/tree/54eb2a070a4f389b1be0f98070f81d23e2b1a715#suggested-configuration
local opts = { noremap=true, silent=true }
vim.keymap.set('n', '<space>e', vim.diagnostic.open_float, opts)
vim.keymap.set('n', '[d', vim.diagnostic.goto_prev, opts)
vim.keymap.set('n', ']d', vim.diagnostic.goto_next, opts)
vim.keymap.set('n', '<space>q', vim.diagnostic.setloclist, opts)
-- Use an on_attach function to only map the following keys
-- after the language server attaches to the current buffer
local on_attach = function(client, bufnr)
-- Enable completion triggered by <c-x><c-o>
vim.api.nvim_buf_set_option(bufnr, 'omnifunc', 'v:lua.vim.lsp.omnifunc')
-- Mappings.
-- See `:help vim.lsp.*` for documentation on any of the below functions
local bufopts = { noremap=true, silent=true, buffer=bufnr }
vim.keymap.set('n', 'gD', vim.lsp.buf.declaration, bufopts)
vim.keymap.set('n', 'gd', vim.lsp.buf.definition, bufopts)
vim.keymap.set('n', 'K', vim.lsp.buf.hover, bufopts)
vim.keymap.set('n', 'gi', vim.lsp.buf.implementation, bufopts)
vim.keymap.set('n', '<C-k>', vim.lsp.buf.signature_help, bufopts)
vim.keymap.set('n', '<space>wa', vim.lsp.buf.add_workspace_folder, bufopts)
vim.keymap.set('n', '<space>wr', vim.lsp.buf.remove_workspace_folder, bufopts)
vim.keymap.set('n', '<space>wl', function()
print(vim.inspect(vim.lsp.buf.list_workspace_folders()))
end, bufopts)
vim.keymap.set('n', '<space>D', vim.lsp.buf.type_definition, bufopts)
vim.keymap.set('n', '<space>rn', vim.lsp.buf.rename, bufopts)
vim.keymap.set('n', '<space>ca', vim.lsp.buf.code_action, bufopts)
vim.keymap.set('n', 'gr', vim.lsp.buf.references, bufopts)
vim.keymap.set('n', '<space>f', function() vim.lsp.buf.format { async = true } end, bufopts)
end
-- Configure `ruff-lsp`.
local configs = require 'lspconfig.configs'
if not configs.ruff_lsp then
configs.ruff_lsp = {
default_config = {
cmd = { 'ruff-lsp' },
filetypes = { 'python' },
root_dir = require('lspconfig').util.find_git_ancestor,
init_options = {
settings = {
args = {}
}
}
}
}
end
require('lspconfig').ruff_lsp.setup {
on_attach = on_attach,
}
```
Upon successful installation, you should see Ruff's diagnostics surfaced directly in your editor:
![Code Actions available in Neovim](https://user-images.githubusercontent.com/1309177/208278707-25fa37e4-079d-4597-ad35-b95dba066960.png)
To use `ruff-lsp` with other editors, including Sublime Text and Helix, see the [`ruff-lsp` documentation](https://github.com/charliermarsh/ruff-lsp#installation-and-usage).
### Language Server Protocol (Unofficial)
Ruff is also available as the [`python-lsp-ruff`](https://github.com/python-lsp/python-lsp-ruff)
plugin for [`python-lsp-server`](https://github.com/python-lsp/python-lsp-ruff), both of which are
installable from PyPI:
```shell
pip install python-lsp-server python-lsp-ruff
```
The LSP server can then be used with any editor that supports the Language Server Protocol.
For example, to use `python-lsp-ruff` with Neovim, add something like the following to your
`init.lua`:
```lua
require'lspconfig'.pylsp.setup {
settings = {
pylsp = {
plugins = {
ruff = {
enabled = true
},
pycodestyle = {
enabled = false
},
pyflakes = {
enabled = false
},
mccabe = {
enabled = false
}
}
}
},
}
```
### Vim & Neovim
Ruff can be integrated into any editor that supports the Language Server Protocol via [`ruff-lsp`](https://github.com/charliermarsh/ruff-lsp)
(see: [Language Server Protocol](#language-server-protocol-official)), including Vim and Neovim.
It's recommended that you use [`ruff-lsp`](https://github.com/charliermarsh/ruff-lsp), the
officially supported LSP server for Ruff.
However, Ruff is also available as part of the [coc-pyright](https://github.com/fannheyward/coc-pyright)
extension for `coc.nvim`.
<details>
<summary>With the <a href="https://github.com/dense-analysis/ale">ALE</a> plugin for (Neo)Vim.</summary>
```vim
let g:ale_linters = { "python": ["ruff"] }
let g:ale_fixers = {
\ "python": ["black", "ruff"],
\}
```
</details>
<details>
<summary>Ruff can also be integrated via <a href="https://github.com/neovim/nvim-lspconfig/blob/master/doc/server_configurations.md#efm"><code>efm</code></a> in just a <a href="https://github.com/JafarAbdi/myconfigs/blob/6f0b6b2450e92ec8fc50422928cd22005b919110/efm-langserver/config.yaml#L14-L20">few lines</a>.</summary>
<br>
```yaml
tools:
python-ruff: &python-ruff
lint-command: "ruff check --config ~/myconfigs/linters/ruff.toml --quiet ${INPUT}"
lint-stdin: true
lint-formats:
- "%f:%l:%c: %m"
format-command: "ruff check --stdin-filename ${INPUT} --config ~/myconfigs/linters/ruff.toml --fix --exit-zero --quiet -"
format-stdin: true
```
</details>
<details>
<summary>For neovim users using <a href="https://github.com/jose-elias-alvarez/null-ls.nvim"><code>null-ls</code></a>, Ruff is already <a href="https://github.com/jose-elias-alvarez/null-ls.nvim">integrated</a>.</summary>
<br>
```lua
local null_ls = require("null-ls")
null_ls.setup({
sources = {
null_ls.builtins.formatting.ruff,
null_ls.builtins.diagnostics.ruff,
}
})
```
</details>
### PyCharm (External Tool)
Ruff can be installed as an [External Tool](https://www.jetbrains.com/help/pycharm/configuring-third-party-tools.html)
in PyCharm. Open the Preferences pane, then navigate to "Tools", then "External Tools". From there,
add a new tool with the following configuration:
![Install Ruff as an External Tool](https://user-images.githubusercontent.com/1309177/193155720-336e43f0-1a8d-46b4-bc12-e60f9ae01f7e.png)
Ruff should then appear as a runnable action:
![Ruff as a runnable action](https://user-images.githubusercontent.com/1309177/193156026-732b0aaf-3dd9-4549-9b4d-2de6d2168a33.png)
### PyCharm (Unofficial)
Ruff is also available as the [Ruff](https://plugins.jetbrains.com/plugin/20574-ruff) plugin on the
IntelliJ Marketplace (maintained by @koxudaxi).
### GitHub Actions
GitHub Actions has everything you need to run Ruff out-of-the-box:
```yaml
name: CI
on: push
jobs:
build:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Install Python
uses: actions/setup-python@v4
with:
python-version: "3.11"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install ruff
# Include `--format=github` to enable automatic inline annotations.
- name: Run Ruff
run: ruff check --format=github .
```
<!-- End section: Editor Integrations -->
## FAQ
<!-- Begin section: FAQ -->
### Is Ruff compatible with Black?
Yes. Ruff is compatible with [Black](https://github.com/psf/black) out-of-the-box, as long as
the `line-length` setting is consistent between the two.
As a project, Ruff is designed to be used alongside Black and, as such, will defer implementing
stylistic lint rules that are obviated by autoformatting.
### How does Ruff compare to Flake8?
(Coming from Flake8? Try [`flake8-to-ruff`](https://pypi.org/project/flake8-to-ruff/) to
automatically convert your existing configuration.)
Ruff can be used as a drop-in replacement for Flake8 when used (1) without or with a small number of
plugins, (2) alongside Black, and (3) on Python 3 code.
Under those conditions, Ruff implements every rule in Flake8. In practice, that means Ruff
implements all of the `F` rules (which originate from Pyflakes), along with a subset of the `E` and
`W` rules (which originate from pycodestyle).
Ruff also re-implements some of the most popular Flake8 plugins and related code quality tools
natively, including:
* [autoflake](https://pypi.org/project/autoflake/) ([#1647](https://github.com/charliermarsh/ruff/issues/1647))
* [eradicate](https://pypi.org/project/eradicate/)
* [flake8-2020](https://pypi.org/project/flake8-2020/)
* [flake8-annotations](https://pypi.org/project/flake8-annotations/)
* [flake8-bandit](https://pypi.org/project/flake8-bandit/) ([#1646](https://github.com/charliermarsh/ruff/issues/1646))
* [flake8-blind-except](https://pypi.org/project/flake8-blind-except/)
* [flake8-boolean-trap](https://pypi.org/project/flake8-boolean-trap/)
* [flake8-bugbear](https://pypi.org/project/flake8-bugbear/)
* [flake8-builtins](https://pypi.org/project/flake8-builtins/)
* [flake8-commas](https://pypi.org/project/flake8-commas/)
* [flake8-comprehensions](https://pypi.org/project/flake8-comprehensions/)
* [flake8-datetimez](https://pypi.org/project/flake8-datetimez/)
* [flake8-debugger](https://pypi.org/project/flake8-debugger/)
* [flake8-django](https://pypi.org/project/flake8-django/) ([#2817](https://github.com/charliermarsh/ruff/issues/2817))
* [flake8-docstrings](https://pypi.org/project/flake8-docstrings/)
* [flake8-eradicate](https://pypi.org/project/flake8-eradicate/)
* [flake8-errmsg](https://pypi.org/project/flake8-errmsg/)
* [flake8-executable](https://pypi.org/project/flake8-executable/)
* [flake8-implicit-str-concat](https://pypi.org/project/flake8-implicit-str-concat/)
* [flake8-import-conventions](https://github.com/joaopalmeiro/flake8-import-conventions)
* [flake8-logging-format](https://pypi.org/project/flake8-logging-format/)
* [flake8-no-pep420](https://pypi.org/project/flake8-no-pep420)
* [flake8-pie](https://pypi.org/project/flake8-pie/)
* [flake8-print](https://pypi.org/project/flake8-print/)
* [flake8-pyi](https://pypi.org/project/flake8-pyi/)
* [flake8-pytest-style](https://pypi.org/project/flake8-pytest-style/)
* [flake8-quotes](https://pypi.org/project/flake8-quotes/)
* [flake8-raise](https://pypi.org/project/flake8-raise/)
* [flake8-return](https://pypi.org/project/flake8-return/)
* [flake8-self](https://pypi.org/project/flake8-self/)
* [flake8-simplify](https://pypi.org/project/flake8-simplify/) ([#998](https://github.com/charliermarsh/ruff/issues/998))
* [flake8-super](https://pypi.org/project/flake8-super/)
* [flake8-tidy-imports](https://pypi.org/project/flake8-tidy-imports/)
* [flake8-type-checking](https://pypi.org/project/flake8-type-checking/)
* [flake8-use-pathlib](https://pypi.org/project/flake8-use-pathlib/)
* [isort](https://pypi.org/project/isort/)
* [mccabe](https://pypi.org/project/mccabe/)
* [pandas-vet](https://pypi.org/project/pandas-vet/)
* [pep8-naming](https://pypi.org/project/pep8-naming/)
* [pydocstyle](https://pypi.org/project/pydocstyle/)
* [pygrep-hooks](https://github.com/pre-commit/pygrep-hooks) ([#980](https://github.com/charliermarsh/ruff/issues/980))
* [pyupgrade](https://pypi.org/project/pyupgrade/) ([#827](https://github.com/charliermarsh/ruff/issues/827))
* [yesqa](https://github.com/asottile/yesqa)
Note that, in some cases, Ruff uses different rule codes and prefixes than would be found in the
originating Flake8 plugins. For example, Ruff uses `TID252` to represent the `I252` rule from
flake8-tidy-imports. This helps minimize conflicts across plugins and allows any individual plugin
to be toggled on or off with a single (e.g.) `--select TID`, as opposed to `--select I2` (to avoid
conflicts with the isort rules, like `I001`).
Beyond the rule set, Ruff suffers from the following limitations vis-à-vis Flake8:
1. Ruff does not yet support structural pattern matching.
2. Flake8 has a plugin architecture and supports writing custom lint rules. (Instead, popular Flake8
plugins are re-implemented in Rust as part of Ruff itself.)
There are a few other minor incompatibilities between Ruff and the originating Flake8 plugins:
* Ruff doesn't implement all the "opinionated" lint rules from flake8-bugbear.
* Depending on your project structure, Ruff and isort can differ in their detection of first-party
code. (This is often solved by modifying the `src` property, e.g., to `src = ["src"]`, if your
code is nested in a `src` directory.)
### How does Ruff compare to Pylint?
At time of writing, Pylint implements ~409 total rules, while Ruff implements 440, of which at least
89 overlap with the Pylint rule set (you can find the mapping in [#970](https://github.com/charliermarsh/ruff/issues/970)).
Pylint implements many rules that Ruff does not, and vice versa. For example, Pylint does more type
inference than Ruff (e.g., Pylint can validate the number of arguments in a function call). As such,
Ruff is not a "pure" drop-in replacement for Pylint (and vice versa), as they enforce different sets
of rules.
Despite these differences, many users have successfully switched from Pylint to Ruff, especially
those using Ruff alongside a [type checker](https://github.com/charliermarsh/ruff#how-does-ruff-compare-to-mypy-or-pyright-or-pyre),
which can cover some of the functionality that Pylint provides.
Like Flake8, Pylint supports plugins (called "checkers"), while Ruff implements all rules natively.
Unlike Pylint, Ruff is capable of automatically fixing its own lint violations.
Pylint parity is being tracked in [#970](https://github.com/charliermarsh/ruff/issues/970).
### How does Ruff compare to Mypy, or Pyright, or Pyre?
Ruff is a linter, not a type checker. It can detect some of the same problems that a type checker
can, but a type checker will catch certain errors that Ruff would miss. The opposite is also true:
Ruff will catch certain errors that a type checker would typically ignore.
For example, unlike a type checker, Ruff will notify you if an import is unused, by looking for
references to that import in the source code; on the other hand, a type checker could flag that you
passed an integer argument to a function that expects a string, which Ruff would miss. The
tools are complementary.
It's recommended that you use Ruff in conjunction with a type checker, like Mypy, Pyright, or Pyre,
with Ruff providing faster feedback on lint violations and the type checker providing more detailed
feedback on type errors.
### Which tools does Ruff replace?
Today, Ruff can be used to replace Flake8 when used with any of the following plugins:
* [flake8-2020](https://pypi.org/project/flake8-2020/)
* [flake8-annotations](https://pypi.org/project/flake8-annotations/)
* [flake8-bandit](https://pypi.org/project/flake8-bandit/) ([#1646](https://github.com/charliermarsh/ruff/issues/1646))
* [flake8-blind-except](https://pypi.org/project/flake8-blind-except/)
* [flake8-boolean-trap](https://pypi.org/project/flake8-boolean-trap/)
* [flake8-bugbear](https://pypi.org/project/flake8-bugbear/)
* [flake8-builtins](https://pypi.org/project/flake8-builtins/)
* [flake8-commas](https://pypi.org/project/flake8-commas/)
* [flake8-comprehensions](https://pypi.org/project/flake8-comprehensions/)
* [flake8-datetimez](https://pypi.org/project/flake8-datetimez/)
* [flake8-debugger](https://pypi.org/project/flake8-debugger/)
* [flake8-django](https://pypi.org/project/flake8-django/) ([#2817](https://github.com/charliermarsh/ruff/issues/2817))
* [flake8-docstrings](https://pypi.org/project/flake8-docstrings/)
* [flake8-eradicate](https://pypi.org/project/flake8-eradicate/)
* [flake8-errmsg](https://pypi.org/project/flake8-errmsg/)
* [flake8-executable](https://pypi.org/project/flake8-executable/)
* [flake8-implicit-str-concat](https://pypi.org/project/flake8-implicit-str-concat/)
* [flake8-import-conventions](https://github.com/joaopalmeiro/flake8-import-conventions)
* [flake8-logging-format](https://pypi.org/project/flake8-logging-format/)
* [flake8-no-pep420](https://pypi.org/project/flake8-no-pep420)
* [flake8-pie](https://pypi.org/project/flake8-pie/)
* [flake8-print](https://pypi.org/project/flake8-print/)
* [flake8-pytest-style](https://pypi.org/project/flake8-pytest-style/)
* [flake8-quotes](https://pypi.org/project/flake8-quotes/)
* [flake8-raise](https://pypi.org/project/flake8-raise/)
* [flake8-return](https://pypi.org/project/flake8-return/)
* [flake8-self](https://pypi.org/project/flake8-self/)
* [flake8-simplify](https://pypi.org/project/flake8-simplify/) ([#998](https://github.com/charliermarsh/ruff/issues/998))
* [flake8-super](https://pypi.org/project/flake8-super/)
* [flake8-tidy-imports](https://pypi.org/project/flake8-tidy-imports/)
* [flake8-type-checking](https://pypi.org/project/flake8-type-checking/)
* [flake8-use-pathlib](https://pypi.org/project/flake8-use-pathlib/)
* [mccabe](https://pypi.org/project/mccabe/)
* [pandas-vet](https://pypi.org/project/pandas-vet/)
* [pep8-naming](https://pypi.org/project/pep8-naming/)
* [pydocstyle](https://pypi.org/project/pydocstyle/)
Ruff can also replace [isort](https://pypi.org/project/isort/),
[yesqa](https://github.com/asottile/yesqa), [eradicate](https://pypi.org/project/eradicate/),
[pygrep-hooks](https://github.com/pre-commit/pygrep-hooks) ([#980](https://github.com/charliermarsh/ruff/issues/980)), and a subset of the rules
implemented in [pyupgrade](https://pypi.org/project/pyupgrade/) ([#827](https://github.com/charliermarsh/ruff/issues/827)).
If you're looking to use Ruff, but rely on an unsupported Flake8 plugin, feel free to file an Issue.
### What versions of Python does Ruff support?
Ruff can lint code for any Python version from 3.7 onwards. However, Ruff lacks support for a few
language features that were introduced in Python 3.10 and later. Specifically, Ruff does not
support:
- "Structural Pattern Matching" ([PEP 622](https://peps.python.org/pep-0622/)), introduced in Python 3.10.
- "Exception Groups and except* ([PEP 654](https://www.python.org/dev/peps/pep-0654/)), introduced in Python 3.11.
Support for these features is planned.
Ruff does not support Python 2. Ruff _may_ run on pre-Python 3.7 code, although such versions
are not officially supported (e.g., Ruff does _not_ respect type comments).
Ruff is installable under any Python version from 3.7 onwards.
### Do I need to install Rust to use Ruff?
Nope! Ruff is available as [`ruff`](https://pypi.org/project/ruff/) on PyPI:
```shell
pip install ruff
```
Ruff ships with wheels for all major platforms, which enables `pip` to install Ruff without relying
on Rust at all.
### Can I write my own plugins for Ruff?
Ruff does not yet support third-party plugins, though a plugin system is within-scope for the
project. See [#283](https://github.com/charliermarsh/ruff/issues/283) for more.
### How does Ruff's import sorting compare to [isort](https://pypi.org/project/isort/)?
Ruff's import sorting is intended to be nearly equivalent to isort when used `profile = "black"`.
There are a few known, minor differences in how Ruff and isort break ties between similar imports,
and in how Ruff and isort treat inline comments in some cases (see: [#1381](https://github.com/charliermarsh/ruff/issues/1381),
[#2104](https://github.com/charliermarsh/ruff/issues/2104)).
Like isort, Ruff's import sorting is compatible with Black.
Ruff does not yet support all of isort's configuration options, though it does support many of
them. You can find the supported settings in the [API reference](#isort). For example, you can set
`known-first-party` like so:
```toml
[tool.ruff]
select = [
# Pyflakes
"F",
# Pycodestyle
"E",
"W",
# isort
"I001"
]
src = ["src", "tests"]
[tool.ruff.isort]
known-first-party = ["my_module1", "my_module2"]
```
### Does Ruff support Jupyter Notebooks?
Ruff is integrated into [nbQA](https://github.com/nbQA-dev/nbQA), a tool for running linters and
code formatters over Jupyter Notebooks.
After installing `ruff` and `nbqa`, you can run Ruff over a notebook like so:
```shell
> nbqa ruff Untitled.ipynb
Untitled.ipynb:cell_1:2:5: F841 Local variable `x` is assigned to but never used
Untitled.ipynb:cell_2:1:1: E402 Module level import not at top of file
Untitled.ipynb:cell_2:1:8: F401 `os` imported but unused
Found 3 errors.
1 potentially fixable with the --fix option.
```
### Does Ruff support NumPy- or Google-style docstrings?
Yes! To enable specific docstring convention, add the following to your `pyproject.toml`:
```toml
[tool.ruff.pydocstyle]
convention = "google" # Accepts: "google", "numpy", or "pep257".
```
For example, if you're coming from flake8-docstrings, and your originating configuration uses
`--docstring-convention=numpy`, you'd instead set `convention = "numpy"` in your `pyproject.toml`,
as above.
Alongside `convention`, you'll want to explicitly enable the `D` rule code prefix, like so:
```toml
[tool.ruff]
select = [
"D",
]
[tool.ruff.pydocstyle]
convention = "google"
```
Setting a `convention` force-disables any rules that are incompatible with that convention, no
matter how they're provided, which avoids accidental incompatibilities and simplifies configuration.
### How can I tell what settings Ruff is using to check my code?
Run `ruff check /path/to/code.py --show-settings` to view the resolved settings for a given file.
### I want to use Ruff, but I don't want to use `pyproject.toml`. Is that possible?
Yes! In lieu of a `pyproject.toml` file, you can use a `ruff.toml` file for configuration. The two
files are functionally equivalent and have an identical schema, with the exception that a `ruff.toml`
file can omit the `[tool.ruff]` section header.
For example, given this `pyproject.toml`:
```toml
[tool.ruff]
line-length = 88
[tool.ruff.pydocstyle]
convention = "google"
```
You could instead use a `ruff.toml` file like so:
```toml
line-length = 88
[pydocstyle]
convention = "google"
```
Ruff doesn't currently support INI files, like `setup.cfg` or `tox.ini`.
### How can I change Ruff's default configuration?
When no configuration file is found, Ruff will look for a user-specific `pyproject.toml` or
`ruff.toml` file as a last resort. This behavior is similar to Flake8's `~/.config/flake8`.
On macOS, Ruff expects that file to be located at `/Users/Alice/Library/Application Support/ruff/ruff.toml`.
On Linux, Ruff expects that file to be located at `/home/alice/.config/ruff/ruff.toml`.
On Windows, Ruff expects that file to be located at `C:\Users\Alice\AppData\Roaming\ruff\ruff.toml`.
For more, see the [`dirs`](https://docs.rs/dirs/4.0.0/dirs/fn.config_dir.html) crate.
### Ruff tried to fix something, but it broke my code. What should I do?
Ruff's autofix is a best-effort mechanism. Given the dynamic nature of Python, it's difficult to
have _complete_ certainty when making changes to code, even for the seemingly trivial fixes.
In the future, Ruff will support enabling autofix behavior based on the safety of the patch.
In the meantime, if you find that the autofix is too aggressive, you can disable it on a per-rule or
per-category basis using the [`unfixable`](#unfixable) mechanic. For example, to disable autofix
for some possibly-unsafe rules, you could add the following to your `pyproject.toml`:
```toml
[tool.ruff]
unfixable = ["B", "SIM", "TRY", "RUF"]
```
If you find a case where Ruff's autofix breaks your code, please file an Issue!
### How can I disable Ruff's color output?
Ruff's color output is powered by the [`colored`](https://crates.io/crates/colored) crate, which
attempts to automatically detect whether the output stream supports color. However, you can force
colors off by setting the `NO_COLOR` environment variable to any value (e.g., `NO_COLOR=1`).
[`colored`](https://crates.io/crates/colored) also supports the the `CLICOLOR` and `CLICOLOR_FORCE`
environment variables (see the [spec](https://bixense.com/clicolors/)).
<!-- End section: FAQ -->
## Contributing
Contributions are welcome and highly appreciated. To get started, check out the
[**contributing guidelines**](https://github.com/charliermarsh/ruff/blob/main/CONTRIBUTING.md). You
can also join us on [**Discord**](https://discord.gg/c9MhzV8aU5).
## Support
Having trouble? Check out the existing issues on [**GitHub**](https://github.com/charliermarsh/ruff/issues),
or feel free to [**open a new one**](https://github.com/charliermarsh/ruff/issues/new).
You can also ask for help on [**Discord**](https://discord.gg/c9MhzV8aU5).
## Reference
See the [list of all options](https://beta.ruff.rs/docs/settings/).
<!-- Begin section: Acknowledgements -->
## Acknowledgements
Ruff's linter draws on both the APIs and implementation details of many other
tools in the Python ecosystem, especially [Flake8](https://github.com/PyCQA/flake8), [Pyflakes](https://github.com/PyCQA/pyflakes),
[pycodestyle](https://github.com/PyCQA/pycodestyle), [pydocstyle](https://github.com/PyCQA/pydocstyle),
[pyupgrade](https://github.com/asottile/pyupgrade), and [isort](https://github.com/PyCQA/isort).
In some cases, Ruff includes a "direct" Rust port of the corresponding tool.
We're grateful to the maintainers of these tools for their work, and for all
the value they've provided to the Python community.
Ruff's autoformatter is built on a fork of Rome's [`rome_formatter`](https://github.com/rome/tools/tree/main/crates/rome_formatter),
and again draws on both the APIs and implementation details of [Rome](https://github.com/rome/tools),
[Prettier](https://github.com/prettier/prettier), and [Black](https://github.com/psf/black).
Ruff is also influenced by a number of tools outside the Python ecosystem, like
[Clippy](https://github.com/rust-lang/rust-clippy) and [ESLint](https://github.com/eslint/eslint).
Ruff is the beneficiary of a large number of [contributors](https://github.com/charliermarsh/ruff/graphs/contributors).
Ruff is released under the MIT license.
<!-- End section: Acknowledgements -->
## License
MIT