Skip to main content

An extremely fast Python linter, written in Rust.

Project description

ruff

image image image Actions status

An extremely fast Python linter, written in Rust.

Bar chart with benchmark results

Linting the CPython codebase from scratch.

  • โšก๏ธ 10-100x faster than existing linters
  • ๐Ÿ Installable via pip
  • ๐Ÿค Python 3.10 compatibility
  • ๐Ÿ› ๏ธ pyproject.toml support
  • ๐Ÿ“ฆ ESLint-inspired cache support
  • ๐Ÿ”ง ESLint-inspired --fix support
  • ๐Ÿ‘€ TypeScript-inspired --watch support
  • โš–๏ธ Near-complete parity with the built-in Flake8 rule set

Read the launch blog post.

Installation and usage

Installation

Available as ruff on PyPI:

pip install ruff

Usage

To run ruff, try any of the following:

ruff path/to/code/to/check.py
ruff path/to/code/
ruff path/to/code/*.py

You can run ruff in --watch mode to automatically re-run on-change:

ruff path/to/code/ --watch

ruff also works with pre-commit:

repos:
  - repo: https://github.com/charliermarsh/ruff-pre-commit
    rev: v0.0.48
    hooks:
      - id: lint

Configuration

ruff is configurable both via pyproject.toml and the command line.

For example, you could configure ruff to only enforce a subset of rules with:

[tool.ruff]
line-length = 88
select = [
    "F401",
    "F403",
]

Alternatively, on the command-line:

ruff path/to/code/ --select F401 --select F403

See ruff --help for more:

ruff: An extremely fast Python linter.

Usage: ruff [OPTIONS] <FILES>...

Arguments:
  <FILES>...

Options:
  -v, --verbose
          Enable verbose logging
  -q, --quiet
          Disable all logging (but still exit with status code "1" upon detecting errors)
  -e, --exit-zero
          Exit with status code "0", even upon detecting errors
  -w, --watch
          Run in watch mode by re-running whenever files change
  -f, --fix
          Attempt to automatically fix lint errors
  -n, --no-cache
          Disable cache reads
      --select <SELECT>
          List of error codes to enable
      --extend-select <EXTEND_SELECT>
          Like --select, but adds additional error codes on top of the selected ones
      --ignore <IGNORE>
          List of error codes to ignore
      --extend-ignore <EXTEND_IGNORE>
          Like --ignore, but adds additional error codes on top of the ignored ones
      --exclude <EXCLUDE>
          List of paths, used to exclude files and/or directories from checks
      --extend-exclude <EXTEND_EXCLUDE>
          Like --exclude, but adds additional files and directories on top of the excluded ones
      --per-file-ignores <PER_FILE_IGNORES>
          List of mappings from file pattern to code to exclude
      --format <FORMAT>
          Output serialization format for error messages [default: text] [possible values: text, json]
      --show-files
          See the files ruff will be run against with the current settings
      --show-settings
          See ruff's settings
      --add-noqa
          Enable automatic additions of noqa directives to failing lines
      --dummy-variable-rgx <DUMMY_VARIABLE_RGX>
          Regular expression matching the name of dummy variables
      --target-version <TARGET_VERSION>
          The minimum Python version that should be supported
  -h, --help
          Print help information
  -V, --version
          Print version information

Excluding files

Exclusions are based on globs, and can be either:

  • Single-path patterns, like .mypy_cache (to exclude any directory named .mypy_cache in the tree), foo.py (to exclude any file named foo.py), or foo_*.py (to exclude any file matching foo_*.py ).
  • Relative patterns, like directory/foo.py (to exclude that specific file) or directory/*.py (to exclude any Python files in directory). Note that these paths are relative to the project root (e.g., the directory containing your pyproject.toml).

Ignoring errors

To omit a lint check entirely, add it to the "ignore" list via --ignore or --extend-ignore, either on the command-line or in your project.toml file.

To ignore an error in-line, ruff uses a noqa system similar to Flake8. To ignore an individual error, add # noqa: {code} to the end of the line, like so:

# Ignore F841.
x = 1  # noqa: F841

# Ignore E741 and F841.
i = 1  # noqa: E741, F841

# Ignore _all_ errors.
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 body, like so:

"""Lorem ipsum dolor sit amet.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.
"""  # noqa: E501

ruff supports several (experimental) workflows to aid in noqa management.

First, ruff provides a special error code, M001, to enforce that your noqa directives are "valid", in that the errors they say they ignore are actually being triggered on that line (and thus suppressed). You can run ruff /path/to/file.py --extend-select M001 to flag unused noqa directives.

Second, ruff can automatically remove unused noqa directives via its autofix functionality. You can run ruff /path/to/file.py --extend-select M001 --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 /path/to/file.py --add-noqa to automatically add noqa directives to all failing lines, with the appropriate error codes.

Compatibility with Black

ruff is compatible with 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.

Parity with Flake8

ruff's goal is to achieve feature parity with Flake8 when used (1) without plugins, (2) alongside Black, and (3) on Python 3 code.

Under those conditions, ruff implements 44 out of 60 rules. (ruff is missing: 14 rules related to string .format calls, 1 rule related to docstring parsing, and 1 rule related to redefined variables.)

ruff also implements some of the most popular Flake8 plugins natively, including:

Beyond rule-set parity, ruff suffers from the following limitations vis-ร -vis Flake8:

  1. ruff does not yet support a few Python 3.9 and 3.10 language features, including structural pattern matching and parenthesized context managers.
  2. Flake8 has a plugin architecture and supports writing custom lint rules.

Rules

The โœ… emoji indicates a rule is enabled by default.

The ๐Ÿ›  emoji indicates that a rule is automatically fixable by the --fix command-line option.

Code Name Message
E402 ModuleImportNotAtTopOfFile Module level import not at top of file โœ…
E501 LineTooLong Line too long (89 > 88 characters) โœ…
E711 NoneComparison Comparison to None should be cond is None โœ…
E712 TrueFalseComparison Comparison to True should be cond is True โœ…
E713 NotInTest Test for membership should be not in โœ…
E714 NotIsTest Test for object identity should be is not โœ…
E721 TypeComparison Do not compare types, use isinstance() โœ…
E722 DoNotUseBareExcept Do not use bare except โœ…
E731 DoNotAssignLambda Do not assign a lambda expression, use a def โœ…
E741 AmbiguousVariableName Ambiguous variable name: ... โœ…
E742 AmbiguousClassName Ambiguous class name: ... โœ…
E743 AmbiguousFunctionName Ambiguous function name: ... โœ…
E902 IOError IOError: ... โœ…
E999 SyntaxError SyntaxError: ... โœ…
W292 NoNewLineAtEndOfFile No newline at end of file โœ…
F401 UnusedImport ... imported but unused โœ… ๐Ÿ› 
F402 ImportShadowedByLoopVar Import ... from line 1 shadowed by loop variable โœ…
F403 ImportStarUsed from ... import * used; unable to detect undefined names โœ…
F404 LateFutureImport from __future__ imports must occur at the beginning of the file โœ…
F405 ImportStarUsage ... may be undefined, or defined from star imports: ... โœ…
F406 ImportStarNotPermitted from ... import * only allowed at module level โœ…
F407 FutureFeatureNotDefined Future feature ... is not defined โœ…
F541 FStringMissingPlaceholders f-string without any placeholders โœ…
F601 MultiValueRepeatedKeyLiteral Dictionary key literal repeated โœ…
F602 MultiValueRepeatedKeyVariable Dictionary key ... repeated โœ…
F621 ExpressionsInStarAssignment Too many expressions in star-unpacking assignment โœ…
F622 TwoStarredExpressions Two starred expressions in assignment โœ…
F631 AssertTuple Assert test is a non-empty tuple, which is always True โœ…
F632 IsLiteral Use == and != to compare constant literals โœ…
F633 InvalidPrintSyntax Use of >> is invalid with print function โœ…
F634 IfTuple If test is a tuple, which is always True โœ…
F701 BreakOutsideLoop break outside loop โœ…
F702 ContinueOutsideLoop continue not properly in loop โœ…
F704 YieldOutsideFunction yield or yield from statement outside of a function/method โœ…
F706 ReturnOutsideFunction return statement outside of a function/method โœ…
F707 DefaultExceptNotLast An except: block as not the last exception handler โœ…
F722 ForwardAnnotationSyntaxError Syntax error in forward annotation: ... โœ…
F821 UndefinedName Undefined name ... โœ…
F822 UndefinedExport Undefined name ... in __all__ โœ…
F823 UndefinedLocal Local variable ... referenced before assignment โœ…
F831 DuplicateArgumentName Duplicate argument name in function definition โœ…
F841 UnusedVariable Local variable ... is assigned to but never used โœ…
F901 RaiseNotImplemented raise NotImplemented should be raise NotImplementedError โœ…
A001 BuiltinVariableShadowing Variable ... is shadowing a python builtin
A002 BuiltinArgumentShadowing Argument ... is shadowing a python builtin
A003 BuiltinAttributeShadowing Class attribute ... is shadowing a python builtin
B011 DoNotAssertFalse Do not assert False (python -O removes these calls), raise AssertionError() ๐Ÿ› 
B014 DuplicateHandlerException Exception handler with duplicate exception: `ValueError ๐Ÿ› 
B025 DuplicateTryBlockException try-except block with duplicate exception Exception
C400 UnnecessaryGeneratorList Unnecessary generator - rewrite as a list comprehension
C401 UnnecessaryGeneratorSet Unnecessary generator - rewrite as a set comprehension
C402 UnnecessaryGeneratorDict Unnecessary generator - rewrite as a dict comprehension
C403 UnnecessaryListComprehensionSet Unnecessary list comprehension - rewrite as a set comprehension
C404 UnnecessaryListComprehensionDict Unnecessary list comprehension - rewrite as a dict comprehension
C405 UnnecessaryLiteralSet Unnecessary <list/tuple> literal - rewrite as a set literal
C406 UnnecessaryLiteralDict Unnecessary <list/tuple> literal - rewrite as a dict literal
C408 UnnecessaryCollectionCall Unnecessary <dict/list/tuple> call - rewrite as a literal
C409 UnnecessaryLiteralWithinTupleCall Unnecessary <list/tuple> literal passed to tuple() - remove the outer call to tuple()
C410 UnnecessaryLiteralWithinListCall Unnecessary <list/tuple> literal passed to list() - rewrite as a list literal
C415 UnnecessarySubscriptReversal Unnecessary subscript reversal of iterable within <reversed/set/sorted>()
T201 PrintFound print found ๐Ÿ› 
T203 PPrintFound pprint found ๐Ÿ› 
U001 UselessMetaclassType __metaclass__ = type is implied ๐Ÿ› 
U002 UnnecessaryAbspath abspath(__file__) is unnecessary in Python 3.9 and later ๐Ÿ› 
U003 TypeOfPrimitive Use str instead of type(...) ๐Ÿ› 
U004 UselessObjectInheritance Class ... inherits from object ๐Ÿ› 
U005 DeprecatedUnittestAlias assertEquals is deprecated, use assertEqual instead ๐Ÿ› 
U006 UsePEP585Annotation Use list instead of List for type annotations ๐Ÿ› 
U007 UsePEP604Annotation Use X | Y for type annotations ๐Ÿ› 
U008 SuperCallWithParameters Use super() instead of super(__class__, self) ๐Ÿ› 
D200 OneLinerDocstring One-line docstring should fit on one line
D205 BlankLineAfterSummary 1 blank line required between summary line and description
D209 NewLineAfterLastParagraph Multi-line docstring closing quotes should be on a separate line
D210 NoSurroundingWhitespace No whitespaces allowed surrounding docstring text
D400 DocstringEndsInNonPeriod First line should end with a period
D419 EmptyDocstring Docstring is empty
M001 UnusedNOQA Unused noqa directive ๐Ÿ› 

Integrations

PyCharm

ruff can be installed as an External Tool 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

ruff should then appear as a runnable action:

ruff as a runnable action

GitHub Actions

GitHub Actions has everything you need to run ruff out-of-the-box:

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: "3.10"
      - name: Install dependencies
        run: |
          python -m pip install --upgrade pip
          pip install ruff
      - name: Run ruff
        run: ruff .

Development

ruff is written in Rust (1.63.0). You'll need to install the Rust toolchain for development.

Assuming you have cargo installed, you can run:

cargo run resources/test/fixtures
cargo fmt
cargo clippy
cargo test

Deployment

ruff is distributed on PyPI, and published via maturin.

See: .github/workflows/release.yaml.

Benchmarking

First, clone CPython. It's a large and diverse Python codebase, which makes it a good target for benchmarking.

git clone --branch 3.10 https://github.com/python/cpython.git resources/test/cpython

Add this pyproject.toml to the CPython directory:

[tool.ruff]
line-length = 88
extend-exclude = [
    "Lib/lib2to3/tests/data/bom.py",
    "Lib/lib2to3/tests/data/crlf.py",
    "Lib/lib2to3/tests/data/different_encoding.py",
    "Lib/lib2to3/tests/data/false_encoding.py",
    "Lib/lib2to3/tests/data/py2_test_grammar.py",
    "Lib/test/bad_coding2.py",
    "Lib/test/badsyntax_3131.py",
    "Lib/test/badsyntax_pep3120.py",
    "Lib/test/encoded_modules/module_iso_8859_1.py",
    "Lib/test/encoded_modules/module_koi8_r.py",
    "Lib/test/test_fstring.py",
    "Lib/test/test_grammar.py",
    "Lib/test/test_importlib/test_util.py",
    "Lib/test/test_named_expressions.py",
    "Lib/test/test_patma.py",
    "Lib/test/test_source_encoding.py",
    "Tools/c-analyzer/c_parser/parser/_delim.py",
    "Tools/i18n/pygettext.py",
    "Tools/test2to3/maintest.py",
    "Tools/test2to3/setup.py",
    "Tools/test2to3/test/test_foo.py",
    "Tools/test2to3/test2to3/hello.py",
]

Next, to benchmark the release build:

cargo build --release

hyperfine --ignore-failure --warmup 10 --runs 100 \
  "./target/release/ruff ./resources/test/cpython/ --no-cache" \
  "./target/release/ruff ./resources/test/cpython/"

Benchmark 1: ./target/release/ruff ./resources/test/cpython/ --no-cache
  Time (mean ยฑ ฯƒ):     297.4 ms ยฑ   4.9 ms    [User: 2460.0 ms, System: 67.2 ms]
  Range (min โ€ฆ max):   287.7 ms โ€ฆ 312.1 ms    100 runs

  Warning: Ignoring non-zero exit code.

Benchmark 2: ./target/release/ruff ./resources/test/cpython/
  Time (mean ยฑ ฯƒ):      79.6 ms ยฑ   7.3 ms    [User: 59.7 ms, System: 356.1 ms]
  Range (min โ€ฆ max):    62.4 ms โ€ฆ 111.2 ms    100 runs

  Warning: Ignoring non-zero exit code.

To benchmark against the ecosystem's existing tools:

hyperfine --ignore-failure --warmup 5 \
  "./target/release/ruff ./resources/test/cpython/ --no-cache" \
  "pylint --recursive=y resources/test/cpython/" \
  "pyflakes resources/test/cpython" \
  "autoflake --recursive --expand-star-imports --remove-all-unused-imports --remove-unused-variables --remove-duplicate-keys resources/test/cpython" \
  "pycodestyle resources/test/cpython" \
  "flake8 resources/test/cpython" \
  "python -m scripts.run_flake8 resources/test/cpython"

In order, these evaluate:

  • ruff
  • Pylint
  • PyFlakes
  • autoflake
  • pycodestyle
  • Flake8
  • Flake8, with a hack to enable multiprocessing on macOS

(You can poetry install from ./scripts to create a working environment for the above.)

Benchmark 1: ./target/release/ruff ./resources/test/cpython/ --no-cache
  Time (mean ยฑ ฯƒ):     297.9 ms ยฑ   7.0 ms    [User: 2436.6 ms, System: 65.9 ms]
  Range (min โ€ฆ max):   289.9 ms โ€ฆ 314.6 ms    10 runs

  Warning: Ignoring non-zero exit code.

Benchmark 2: pylint --recursive=y resources/test/cpython/
  Time (mean ยฑ ฯƒ):     37.634 s ยฑ  0.225 s    [User: 36.728 s, System: 0.853 s]
  Range (min โ€ฆ max):   37.201 s โ€ฆ 38.106 s    10 runs

  Warning: Ignoring non-zero exit code.

Benchmark 3: pyflakes resources/test/cpython
  Time (mean ยฑ ฯƒ):     40.950 s ยฑ  0.449 s    [User: 40.688 s, System: 0.229 s]
  Range (min โ€ฆ max):   40.348 s โ€ฆ 41.671 s    10 runs

  Warning: Ignoring non-zero exit code.

Benchmark 4: autoflake --recursive --expand-star-imports --remove-all-unused-imports --remove-unused-variables --remove-duplicate-keys resources/test/cpython
  Time (mean ยฑ ฯƒ):     11.562 s ยฑ  0.160 s    [User: 107.022 s, System: 1.143 s]
  Range (min โ€ฆ max):   11.417 s โ€ฆ 11.917 s    10 runs

Benchmark 5: pycodestyle resources/test/cpython
  Time (mean ยฑ ฯƒ):     67.428 s ยฑ  0.985 s    [User: 67.199 s, System: 0.203 s]
  Range (min โ€ฆ max):   65.313 s โ€ฆ 68.496 s    10 runs

  Warning: Ignoring non-zero exit code.

Benchmark 6: flake8 resources/test/cpython
  Time (mean ยฑ ฯƒ):     116.099 s ยฑ  1.178 s    [User: 115.217 s, System: 0.845 s]
  Range (min โ€ฆ max):   114.180 s โ€ฆ 117.724 s    10 runs

  Warning: Ignoring non-zero exit code.

Benchmark 7: python -m scripts.run_flake8 resources/test/cpython
  Time (mean ยฑ ฯƒ):     20.477 s ยฑ  0.349 s    [User: 142.372 s, System: 1.504 s]
  Range (min โ€ฆ max):   20.107 s โ€ฆ 21.183 s    10 runs

Summary
  './target/release/ruff ./resources/test/cpython/ --no-cache' ran
   38.81 ยฑ 1.05 times faster than 'autoflake --recursive --expand-star-imports --remove-all-unused-imports --remove-unused-variables --remove-duplicate-keys resources/test/cpython'
   68.74 ยฑ 1.99 times faster than 'python -m scripts.run_flake8 resources/test/cpython'
  126.33 ยฑ 3.05 times faster than 'pylint --recursive=y resources/test/cpython/'
  137.46 ยฑ 3.55 times faster than 'pyflakes resources/test/cpython'
  226.35 ยฑ 6.23 times faster than 'pycodestyle resources/test/cpython'
  389.73 ยฑ 9.92 times faster than 'flake8 resources/test/cpython'

License

MIT

Contributing

Contributions are welcome and hugely appreciated. To get started, check out the contributing guidelines.

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ruff-0.0.68.tar.gz (159.6 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

ruff-0.0.68-py3-none-win_amd64.whl (3.0 MB view details)

Uploaded Python 3Windows x86-64

ruff-0.0.68-py3-none-win32.whl (2.9 MB view details)

Uploaded Python 3Windows x86

ruff-0.0.68-py3-none-musllinux_1_2_x86_64.whl (3.2 MB view details)

Uploaded Python 3musllinux: musl 1.2+ x86-64

ruff-0.0.68-py3-none-musllinux_1_2_i686.whl (3.2 MB view details)

Uploaded Python 3musllinux: musl 1.2+ i686

ruff-0.0.68-py3-none-musllinux_1_2_armv7l.whl (2.9 MB view details)

Uploaded Python 3musllinux: musl 1.2+ ARMv7l

ruff-0.0.68-py3-none-musllinux_1_2_aarch64.whl (3.0 MB view details)

Uploaded Python 3musllinux: musl 1.2+ ARM64

ruff-0.0.68-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.2 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ x86-64

ruff-0.0.68-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl (2.8 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ s390x

ruff-0.0.68-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (2.5 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ ppc64le

ruff-0.0.68-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl (2.6 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ ppc64

ruff-0.0.68-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl (3.3 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ i686

ruff-0.0.68-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (2.3 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ ARMv7l

ruff-0.0.68-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.0 MB view details)

Uploaded Python 3manylinux: glibc 2.17+ ARM64

ruff-0.0.68-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (6.0 MB view details)

Uploaded Python 3macOS 10.9+ universal2 (ARM64, x86-64)macOS 10.9+ x86-64macOS 11.0+ ARM64

ruff-0.0.68-py3-none-macosx_10_7_x86_64.whl (3.1 MB view details)

Uploaded Python 3macOS 10.7+ x86-64

File details

Details for the file ruff-0.0.68.tar.gz.

File metadata

  • Download URL: ruff-0.0.68.tar.gz
  • Upload date:
  • Size: 159.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.8.10

File hashes

Hashes for ruff-0.0.68.tar.gz
Algorithm Hash digest
SHA256 76ac8cbd04c8086fe859c391933e039a20a83d77483f9aae7a8a393a711ebb05
MD5 75623f6040968f7756efc35055fb9ce2
BLAKE2b-256 15a67d34258c0429ffef25d38e71682f0722b09a38076b1d31d35ee4695175e3

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-win_amd64.whl.

File metadata

  • Download URL: ruff-0.0.68-py3-none-win_amd64.whl
  • Upload date:
  • Size: 3.0 MB
  • Tags: Python 3, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.8.10

File hashes

Hashes for ruff-0.0.68-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 a295beb4c45afbd894d0a3e0a1850b59be7aa43a0e4c8c872dbbd5db7d670f1d
MD5 0c0c0e4b6f5511227b3acf86ffd654dc
BLAKE2b-256 ae60b03217885e6bfd15a17612ef5f3c95007f17e86f0e54ddffba72cb52b699

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-win32.whl.

File metadata

  • Download URL: ruff-0.0.68-py3-none-win32.whl
  • Upload date:
  • Size: 2.9 MB
  • Tags: Python 3, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.8.10

File hashes

Hashes for ruff-0.0.68-py3-none-win32.whl
Algorithm Hash digest
SHA256 1e91f30398a4e073310e6fb9b0bc9f3ad5d21523cb43582e075c440b77af888e
MD5 ae619dcc4ab2863e98bb44eac45c7419
BLAKE2b-256 34f23d64ed1f7cc39c571ecd859a15d8490f2324f0ee15770a8757cfc00ed5dd

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ba2e63da7ad4d4409763cb6b4b9506d02f20a21a1b06847b752c2415fb17011a
MD5 bccf1d3546d89bf86ff9705eb3918e14
BLAKE2b-256 a16a1d1a5acc6fba056ae44036d6d93b7012e0d5030ddd1ec66843b9b75c3e26

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-musllinux_1_2_i686.whl.

File metadata

  • Download URL: ruff-0.0.68-py3-none-musllinux_1_2_i686.whl
  • Upload date:
  • Size: 3.2 MB
  • Tags: Python 3, musllinux: musl 1.2+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.8.10

File hashes

Hashes for ruff-0.0.68-py3-none-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 9852ce93931f766dc8fd4b392b4068d557f72d34926d2137a350a379a382196e
MD5 9c722db7707e64706731737cc9d8e715
BLAKE2b-256 073056894c55e2797d47e0bdfc1264cf37cd15ff87a3548fd0a2563d1f5a3e79

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 8cd3dd16e24a6633f9e061fed0d0a63cf305a57766e32d6a489a916555a9327d
MD5 a2f8ce095811fc041bf3cd69caad27eb
BLAKE2b-256 0a92e281db887963a4b1f46e89b15e5ad6b32e378fe3addce161135601e91427

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 cbd0829b3029c02bcbda014edd0aff185cddb221e9152cf22db115c329279f25
MD5 ee42f66019141bb4f672ad9c82c014fa
BLAKE2b-256 60a329c54797abda38de473b159b999a607680d4c914964ee1004ed14a5ba010

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 30ba6f050e2a795ca7e71194eb93637de229a2c1a46eda1247cf1572400cef66
MD5 b6f665aff01b32d16418c72379fd237e
BLAKE2b-256 c916564b2408850f6997033d523ee93be2e69decdcebc2f8bd1b25b52cae3a18

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 fee555e3c9f1ff6f459830fa7be9fc03a82287aa77ffe675622ff9fdeb62928c
MD5 51b51d381e8c9aa1481dc9052de3a8fb
BLAKE2b-256 e4818456c6a02c00cb390d27f9246af0214ed0dca952334a1a4d679d11fd0f45

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 2c76e1088199e1136ccfa4a4048b94ede5f7adb25de365d9bb46fa7a309c3e73
MD5 1feeaa0483f5490aa58610641d91414d
BLAKE2b-256 20ba0323dc7999f3bffa3f8f6945259fca8123f75efa0c447e37b950d4c17872

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl
Algorithm Hash digest
SHA256 079b348b5e273002b243e36ecd81ebac8ce32e863d272778c1f6fda82944830b
MD5 78fcc99a98fc3d25398865a63b332848
BLAKE2b-256 cc906459c057602e960e72c61b20e966edb65cfac0352d3ba358acb25d9c7375

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 75f78746ce994c03127430d14c8b6d234c679606d4246da5836fea05a965a3b9
MD5 ecff94c6e5efdf84862aca61baed6809
BLAKE2b-256 6a7c60935a54fd52d24cb06b42d7c3b59e857d49e63c5611851cc9c289331fb3

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 2e78b50e4936ce56e73b89d4d8c634d2d1b27921f12f8fa6beb3593856234291
MD5 0410614d2615b556f281ae68fd161a8e
BLAKE2b-256 f8015a870965fb728b40f89f9c4c8b2b5130699c7872b07656526ed6254d97ed

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 6ef8b75dce3c8be7d21972ac3524690408b79551b883358864c50fbb884e8488
MD5 572e9ff7123da6eccc4bdd5042c26a84
BLAKE2b-256 2f71e68f9ea8553604b5797e499a39c023ba463f209e3767ae8f147845fa7aa8

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 9a60080dbbb5a06db2b62534923dd05cde0ff0a689f117b596f5e457c609814c
MD5 faac69f27ec8ccf23bbc02d7ea408dbf
BLAKE2b-256 37127233143ab23a40a45ee84498f7c58cc3ac9fdb2eaf9a1b5e910bbf2486b0

See more details on using hashes here.

File details

Details for the file ruff-0.0.68-py3-none-macosx_10_7_x86_64.whl.

File metadata

File hashes

Hashes for ruff-0.0.68-py3-none-macosx_10_7_x86_64.whl
Algorithm Hash digest
SHA256 16e94240e6c84f0cae6e75fc7efad69dadba183a70c79f9aff79069ab32ff869
MD5 a14b7bd864c643d5a0c557104ff69990
BLAKE2b-256 d6a79ccef0a249787eb061a9aa50e70fad55ac967608a14bd4dc02b4e9ab8bbb

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page