pyproject.toml

[build-system]
build-backend = "setuptools.build_meta"
requires = [
  "nvidia-pyindex",
  "setuptools",
  "versioneer-518",
  "wheel",
]

# List any markers that users would reasonable want to filter by.
# These show up when querying `pytest --markers`
[tool.pytest.ini_options]
markers = [
  "benchmark: Benchmarks",
  "slow: Slow tests",
  "kafka: Tests that require a running instance of kafka",
  "milvus: Tests that require a running instance of milvus",
  "gpu_mode: Test support GPU nodes and objects",
  "cpu_mode: Test only supports CPU nodes and objects",
  "gpu_and_cpu_mode: Test supports both GPU and CPU nodes and objects",
  "use_cudf: Test supports cuDF datasets",
  "use_pandas: Test supports Pandas datasets",
  "replace_callback: Replaces the results_callback in cli",
  "reload_modules: Reloads a set of python modules after running the current test",
  "import_mod: Import python modules not currently in the Python search path by file name",
]

filterwarnings = [
  # Ignore our own warning about the df property since we still have to test it
  'ignore:Warning the df property returns a copy, please use the copy_dataframe method or the mutable_dataframe context manager to modify the DataFrame in-place instead.',

  # Deprecation warning from any project using distutils, currently known sources of this are:
  # GPUtils https://github.com/anderskm/gputil/issues/48
  # PySpark https://issues.apache.org/jira/browse/SPARK-45390 & https://issues.apache.org/jira/browse/SPARK-38660
  'ignore:The distutils package is deprecated and slated for removal in Python 3.12. Use setuptools or check PEP 632 for potential alternatives',
  'ignore:distutils Version classes are deprecated. Use packaging.version instead.',

  # Ignore cudf warnings about Pandas being used under the hood for processing json
  'ignore:Using CPU via Pandas to write JSON dataset',
  'ignore:Using CPU via Pandas to read JSON dataset',
]

testpaths = ["tests"]

# Don't run the benchmarks by default, don't search for tests in the tests/_utils directory which will trigger false
# alarms
addopts = "--benchmark-disable --ignore=tests/_utils"

asyncio_mode = "auto"

[tool.mypy]
# Allow None for argument default values
implicit_optional = true

[tool.pyright]
# Only warn about using an Optional[T] as if it were T
reportOptionalCall = "warning"
reportOptionalContextManager = "warning"
reportOptionalIterable = "warning"
reportOptionalMemberAccess = "warning"
reportOptionalOperand = "warning"
reportOptionalSubscript = "warning"

# Allow None for argument default values
strictParameterNoneValue = false

[tool.interrogate]
exclude = ["morpheus/cli"]
ignore-init-method = true
ignore-init-module = true
ignore-magic = true
ignore-module = true
ignore-nested-functions = true
ignore-private = true
ignore-property-decorators = true
ignore-regex = [
  "supports_cpp_node$",
  "^unpack_tuple$",
  "^unpack_union$", # work-around for https://github.com/econchick/interrogate/issues/105
  "^error_handler$",
  "^term_signal$",
]
ignore-semiprivate = true
omit-covered-files = true
verbose = 2

## Pylint configuration begins here

[tool.pylint.main]
# Analyse import fallback blocks. This can be used to support both Python 2 and 3
# compatible code, which means that the block might have code that exists only in
# one or another interpreter, leading to false positives when analysed.
# analyse-fallback-blocks =

# Clear in-memory caches upon conclusion of linting. Useful if running pylint in
# a server-like mode.
# clear-cache-post-run =

# Always return a 0 (non-error) status code, even if lint errors are found. This
# is primarily useful in continuous integration scripts.
# exit-zero =

# A comma-separated list of package or module names from where C extensions may
# be loaded. Extensions are loading into the active Python interpreter and may
# run arbitrary code.
extension-pkg-allow-list = ["mrc", "morpheus._lib", "morpheus._lib.messages", "morpheus._lib.stages"]

# A comma-separated list of package or module names from where C extensions may
# be loaded. Extensions are loading into the active Python interpreter and may
# run arbitrary code. (This is an alternative name to extension-pkg-allow-list
# for backward compatibility.)
# extension-pkg-whitelist =

# Return non-zero exit code if any of these messages/categories are detected,
# even if score is above --fail-under value. Syntax same as enable. Messages
# specified are enabled, while categories only check already-enabled messages.
# fail-on =

# Specify a score threshold under which the program will exit with error.
fail-under = 10.0

# Interpret the stdin as a python script, whose filename needs to be passed as
# the module_or_package argument.
# from-stdin =

# Files or directories to be skipped. They should be base names, not paths.
ignore = ["_version.py", "conf.py", "cudf_helpers.pyx", "github_link.py"]

# Add files or directories matching the regular expressions patterns to the
# ignore-list. The regex matches against paths and can be in Posix or Windows
# format. Because '\\' represents the directory delimiter on Windows systems, it
# can't be used as an escape character.
ignore-paths = ["python/morpheus/morpheus/models/dfencoder/*"]

# Files or directories matching the regular expression patterns are skipped. The
# regex matches against base names, not paths. The default value ignores Emacs
# file locks
ignore-patterns = ["^\\.#"]

# List of module names for which member attributes should not be checked (useful
# for modules/projects where namespaces are manipulated during runtime and thus
# existing member attributes cannot be deduced by static analysis). It supports
# qualified module names, as well as Unix pattern matching.
# ignored-modules =

# Python code to execute, usually for sys.path manipulation such as
# pygtk.require().
init-hook = """
import sys
from pylint.config import find_default_config_files

config_file = next(find_default_config_files())
sys.path.append(str((config_file / "../ci/pylint").resolve()))
"""

# Use multiple processes to speed up Pylint. Specifying 0 will auto-detect the
# number of processors available to use, and will cap the count on Windows to
# avoid hangs.
jobs = 1

# Control the amount of potential inferred values when inferring a single object.
# This can help the performance when dealing with large functions or complex,
# nested conditions.
limit-inference-results = 100

# List of plugins (as comma separated values of python module names) to load,
# usually to register additional checkers.
load-plugins = ["pylint.extensions.docparams", "morpheus_lib_import_checker"]

# Pickle collected data for later comparisons.
persistent = true

# Minimum Python version to use for version dependent checks. Will default to the
# version used to run pylint.
py-version = "3.10"

# Discover python modules and packages in the file system subtree.
# recursive =

# Add paths to the list of the source roots. Supports globbing patterns. The
# source root is an absolute path or a path relative to the current working
# directory used to determine a package namespace for modules located under the
# source root.
# source-roots =

# When enabled, pylint would attempt to guess common misconfiguration and emit
# user-friendly hints instead of false-positive error messages.
suggestion-mode = true

# Allow loading of arbitrary C extensions. Extensions are imported into the
# active Python interpreter and may run arbitrary code.
# unsafe-load-any-extension =

[tool.pylint.basic]
# Naming style matching correct argument names.
argument-naming-style = "snake_case"

# Regular expression matching correct argument names. Overrides argument-naming-
# style. If left empty, argument names will be checked with the set naming style.
# argument-rgx =

# Naming style matching correct attribute names.
attr-naming-style = "snake_case"

# Regular expression matching correct attribute names. Overrides attr-naming-
# style. If left empty, attribute names will be checked with the set naming
# style.
# attr-rgx =

# Bad variable names which should always be refused, separated by a comma.
bad-names = ["foo", "bar", "baz", "toto", "tutu", "tata"]

# Bad variable names regexes, separated by a comma. If names match any regex,
# they will always be refused
# bad-names-rgxs =

# Naming style matching correct class attribute names.
class-attribute-naming-style = "any"

# Regular expression matching correct class attribute names. Overrides class-
# attribute-naming-style. If left empty, class attribute names will be checked
# with the set naming style.
# class-attribute-rgx =

# Naming style matching correct class constant names.
class-const-naming-style = "UPPER_CASE"

# Regular expression matching correct class constant names. Overrides class-
# const-naming-style. If left empty, class constant names will be checked with
# the set naming style.
# class-const-rgx =

# Naming style matching correct class names.
class-naming-style = "PascalCase"

# Regular expression matching correct class names. Overrides class-naming-style.
# If left empty, class names will be checked with the set naming style.
# class-rgx =

# Naming style matching correct constant names.
const-naming-style = "UPPER_CASE"

# Regular expression matching correct constant names. Overrides const-naming-
# style. If left empty, constant names will be checked with the set naming style.
# const-rgx =

# Minimum line length for functions/classes that require docstrings, shorter ones
# are exempt.
docstring-min-length = -1

# Naming style matching correct function names.
function-naming-style = "snake_case"

# Regular expression matching correct function names. Overrides function-naming-
# style. If left empty, function names will be checked with the set naming style.
# function-rgx =

# Good variable names which should always be accepted, separated by a comma.
good-names = [
  "_",
  "ae",
  "df",
  "e",
  "ex",
  "f",
  "fh",
  "fn",
  "i",
  "ip",
  "j",
  "k",
  "Run",
  "ts",
  "x",
  "X",
  "y",
  "Y",
]

# Good variable names regexes, separated by a comma. If names match any regex,
# they will always be accepted
# good-names-rgxs =

# Include a hint for the correct naming format with invalid-name.
include-naming-hint = true

# Naming style matching correct inline iteration names.
inlinevar-naming-style = "any"

# Regular expression matching correct inline iteration names. Overrides
# inlinevar-naming-style. If left empty, inline iteration names will be checked
# with the set naming style.
# inlinevar-rgx =

# Naming style matching correct method names.
method-naming-style = "snake_case"

# Regular expression matching correct method names. Overrides method-naming-
# style. If left empty, method names will be checked with the set naming style.
# method-rgx =

# Naming style matching correct module names.
module-naming-style = "snake_case"

# Regular expression matching correct module names. Overrides module-naming-
# style. If left empty, module names will be checked with the set naming style.
# module-rgx =

# Colon-delimited sets of names that determine each other's naming style when the
# name regexes allow several styles.
# name-group =

# Regular expression which should only match function or class names that do not
# require a docstring.
no-docstring-rgx = "^_"

# List of decorators that produce properties, such as abc.abstractproperty. Add
# to this list to register other decorators that produce valid properties. These
# decorators are taken in consideration only for invalid-name.
property-classes = ["abc.abstractproperty"]

# Regular expression matching correct type alias names. If left empty, type alias
# names will be checked with the set naming style.
# typealias-rgx =

# Regular expression matching correct type variable names. If left empty, type
# variable names will be checked with the set naming style.
# typevar-rgx =

# Naming style matching correct variable names.
variable-naming-style = "snake_case"

# Regular expression matching correct variable names. Overrides variable-naming-
# style. If left empty, variable names will be checked with the set naming style.
# variable-rgx =

[tool.pylint.classes]
# Warn about protected attribute access inside special methods
# check-protected-access-in-special-methods =

# List of method names used to declare (i.e. assign) instance attributes.
defining-attr-methods = ["__init__", "__new__", "setUp", "__post_init__"]

# List of member names, which should be excluded from the protected access
# warning.
exclude-protected = ["_asdict", "_fields", "_replace", "_source", "_make"]

# List of valid names for the first argument in a class method.
valid-classmethod-first-arg = ["cls"]

# List of valid names for the first argument in a metaclass class method.
valid-metaclass-classmethod-first-arg = ["cls"]

[tool.pylint.design]
# List of regular expressions of class ancestor names to ignore when counting
# public methods (see R0903)
# exclude-too-few-public-methods =

# List of qualified class names to ignore when counting class parents (see R0901)
# ignored-parents =

# Maximum number of arguments for function / method.
max-args = 5

# Maximum number of attributes for a class (see R0902).
max-attributes = 7

# Maximum number of boolean expressions in an if statement (see R0916).
max-bool-expr = 5

# Maximum number of branch for function / method body.
max-branches = 12

# Maximum number of locals for function / method body.
max-locals = 15

# Maximum number of parents for a class (see R0901).
max-parents = 7

# Maximum number of public methods for a class (see R0904).
max-public-methods = 20

# Maximum number of return / yield for function / method body.
max-returns = 6

# Maximum number of statements in function / method body.
max-statements = 50

# Minimum number of public methods for a class (see R0903).
min-public-methods = 2

[tool.pylint.exceptions]
# Exceptions that will emit a warning when caught.
overgeneral-exceptions = ["builtins.BaseException", "builtins.Exception"]

[tool.pylint.format]
# Expected format of line ending, e.g. empty (any line ending), LF or CRLF.
# expected-line-ending-format =

# Regexp for a line that is allowed to be longer than the limit.
ignore-long-lines = "^\\s*(# )?<?https?://\\S+>?$"

# Number of spaces of indent required inside a hanging or continued line.
indent-after-paren = 4

# String used as indentation unit. This is usually "    " (4 spaces) or "\t" (1
# tab).
indent-string = "    "

# Maximum number of characters on a single line.
max-line-length = 120

# Maximum number of lines in a module.
max-module-lines = 1000

# Allow the body of a class to be on the same line as the declaration if body
# contains single statement.
# single-line-class-stmt =

# Allow the body of an if to be on the same line as the test if there is no else.
# single-line-if-stmt =

[tool.pylint.imports]
# List of modules that can be imported at any level, not just the top level one.
# allow-any-import-level =

# Allow explicit reexports by alias from a package __init__.
# allow-reexport-from-package =

# Allow wildcard imports from modules that define __all__.
# allow-wildcard-with-all =

# Deprecated modules which should not be used, separated by a comma.
# deprecated-modules =

# Output a graph (.gv or any supported image format) of external dependencies to
# the given file (report RP0402 must not be disabled).
# ext-import-graph =

# Output a graph (.gv or any supported image format) of all (i.e. internal and
# external) dependencies to the given file (report RP0402 must not be disabled).
# import-graph =

# Output a graph (.gv or any supported image format) of internal dependencies to
# the given file (report RP0402 must not be disabled).
# int-import-graph =

# Force import order to recognize a module as part of the standard compatibility
# libraries.
# known-standard-library =

# Force import order to recognize a module as part of a third party library.
known-third-party = ["enchant"]

# Couples of modules and preferred modules, separated by a comma.
# preferred-modules =

[tool.pylint.logging]
# The type of string formatting that logging methods do. `old` means using %
# formatting, `new` is for `{}` formatting.
logging-format-style = "old"

# Logging modules to check that the string format arguments are in logging
# function parameter format.
logging-modules = ["logging"]

[tool.pylint."messages control"]
# Only show warnings with the listed confidence levels. Leave empty to show all.
# Valid levels: HIGH, CONTROL_FLOW, INFERENCE, INFERENCE_FAILURE, UNDEFINED.
confidence = ["HIGH", "CONTROL_FLOW", "INFERENCE", "INFERENCE_FAILURE", "UNDEFINED"]

# Disable the message, report, category or checker with the given id(s). You can
# either give multiple identifiers separated by comma (,) or put this option
# multiple times (only on the command line, not in the configuration file where
# it should appear only once). You can also use "--disable=all" to disable
# everything first and then re-enable specific checks. For example, if you want
# to run only the similarities checker, you can use "--disable=all
# --enable=similarities". If you want to run only the classes checker, but have
# no Warning level messages displayed, use "--disable=all --enable=classes
# --disable=W".
disable = [
  "bad-inline-option",
  "broad-exception-caught", # Allow catching base Exception class
  "deprecated-pragma",
  "duplicate-code", # This is too restrictive for our codebase
  "file-ignored",
  "import-error", # pylint gets confused by tests for our examples
  "import-outside-toplevel", # Allow lazy imports inside of methods
  "locally-disabled",
  "missing-class-docstring",
  "missing-function-docstring",
  "missing-module-docstring",
  "protected-access",
  "raw-checker-failed",
  "superfluous-parens",
  "suppressed-message",
  "too-few-public-methods", # Disable all the "too-*" checks, as they are too strict for our codebase
  "too-many-arguments",
  "too-many-branches",
  "too-many-instance-attributes",
  "too-many-lines",
  "too-many-locals",
  "too-many-nested-blocks",
  "too-many-statements",
  "unnecessary-lambda", # We pass lambdas around a lot, so this is not useful
  "unnecessary-pass", # Allow empty classes/methods with only a `pass` statement in the body
  "use-symbolic-message-instead",
  "useless-suppression",
  "wrong-import-order", # pylint mistakenly thinks that the test utils are third party, and we have isort for this
]

# Enable the message, report, category or checker with the given id(s). You can
# either give multiple identifier separated by comma (,) or put this option
# multiple time (only on the command line, not in the configuration file where it
# should appear only once). See also the "--disable" option for examples.
enable = ["c-extension-no-member"]

[tool.pylint.method_args]
# List of qualified names (i.e., library.method) which require a timeout
# parameter e.g. 'requests.api.get,requests.api.post'
timeout-methods = [
  "requests.api.delete",
  "requests.api.get",
  "requests.api.head",
  "requests.api.options",
  "requests.api.patch",
  "requests.api.post",
  "requests.api.put",
  "requests.api.request",
]

[tool.pylint.miscellaneous]
# List of note tags to take in consideration, separated by a comma.
notes = ["FIXME", "XXX", "TODO"]

# Regular expression of note tags to take in consideration.
# notes-rgx =

[tool.pylint.parameter_documentation]
# Whether to accept totally missing parameter documentation in the docstring of a
# function that has parameters.
accept-no-param-doc = true

# Whether to accept totally missing raises documentation in the docstring of a
# function that raises an exception.
accept-no-raise-doc = true

# Whether to accept totally missing return documentation in the docstring of a
# function that returns a statement.
accept-no-return-doc = true

# Whether to accept totally missing yields documentation in the docstring of a
# generator.
accept-no-yields-doc = true

# If the docstring type cannot be guessed the specified docstring type will be
# used.
default-docstring-type = "default"

[tool.pylint.refactoring]
# Maximum number of nested blocks for function / method body
max-nested-blocks = 5

# Complete name of functions that never returns. When checking for inconsistent-
# return-statements if a never returning function is called then it will be
# considered as an explicit return statement and no message will be printed.
never-returning-functions = ["sys.exit", "argparse.parse_error"]

[tool.pylint.reports]
# Python expression which should return a score less than or equal to 10. You
# have access to the variables 'fatal', 'error', 'warning', 'refactor',
# 'convention', and 'info' which contain the number of messages in each category,
# as well as 'statement' which is the total number of statements analyzed. This
# score is used by the global evaluation report (RP0004).
evaluation = "max(0, 0 if fatal else 10.0 - ((float(5 * error + warning + refactor + convention) / statement) * 10))"

# Template used to display messages. This is a python new-style format string
# used to format the message information. See doc for all details.
# msg-template =

# Set the output format. Available formats are text, parseable, colorized, json
# and msvs (visual studio). You can also give a reporter class, e.g.
# mypackage.mymodule.MyReporterClass.
# output-format =

# Tells whether to display a full report or only the messages.
# reports =

# Activate the evaluation score.
score = true

[tool.pylint.similarities]
# Comments are removed from the similarity computation
ignore-comments = true

# Docstrings are removed from the similarity computation
ignore-docstrings = true

# Imports are removed from the similarity computation
ignore-imports = true

# Signatures are removed from the similarity computation
ignore-signatures = true

# Minimum lines number of a similarity.
min-similarity-lines = 4

[tool.pylint.spelling]
# Limits count of emitted suggestions for spelling mistakes.
max-spelling-suggestions = 4

# Spelling dictionary name. No available dictionaries : You need to install both
# the python package and the system dependency for enchant to work..
# spelling-dict =

# List of comma separated words that should be considered directives if they
# appear at the beginning of a comment and should not be checked.
spelling-ignore-comment-directives = "fmt: on,fmt: off,noqa:,noqa,nosec,isort:skip,mypy:"

# List of comma separated words that should not be checked.
# spelling-ignore-words =

# A path to a file that contains the private dictionary; one word per line.
# spelling-private-dict-file =

# Tells whether to store unknown words to the private dictionary (see the
# --spelling-private-dict-file option) instead of raising a message.
# spelling-store-unknown-words =

[tool.pylint.typecheck]
# List of decorators that produce context managers, such as
# contextlib.contextmanager. Add to this list to register other decorators that
# produce valid context managers.
contextmanager-decorators = ["contextlib.contextmanager"]

# List of members which are set dynamically and missed by pylint inference
# system, and so shouldn't trigger E1101 when accessed. Python regular
# expressions are accepted.

# Add pytorch & dgl members to the list of dynamically set members. Only until pylint 3.0 supports pyi files
generated-members = "torch.*,dgl.*"

# Tells whether missing members accessed in mixin class should be ignored. A
# class is considered mixin if its name matches the mixin-class-rgx option.
# Tells whether to warn about missing members when the owner of the attribute is
# inferred to be None.
ignore-none = true

# This flag controls whether pylint should warn about no-member and similar
# checks whenever an opaque object is returned when inferring. The inference can
# return multiple potential results while evaluating a Python object, but some
# branches might not be evaluated, which results in partial inference. In that
# case, it might be useful to still emit no-member and other checks for the rest
# of the inferred objects.
ignore-on-opaque-inference = true

# List of symbolic message names to ignore for Mixin members.
ignored-checks-for-mixins = ["no-member", "not-async-context-manager", "not-context-manager", "attribute-defined-outside-init"]

# List of class names for which member attributes should not be checked (useful
# for classes with dynamically set attributes). This supports the use of
# qualified names.
ignored-classes = ["optparse.Values", "thread._local", "_thread._local", "argparse.Namespace"]

# Show a hint with possible names when a member name was not found. The aspect of
# finding the hint is based on edit distance.
missing-member-hint = true

# The minimum edit distance a name should have in order to be considered a
# similar match for a missing member name.
missing-member-hint-distance = 1

# The total number of similar names that should be taken in consideration when
# showing a hint for a missing member.
missing-member-max-choices = 1

# Regex pattern to define which classes are considered mixins.
mixin-class-rgx = ".*[Mm]ixin"

# List of decorators that change the signature of a decorated function.
signature-mutators = [
  'click.decorators.option',
  'click.decorators.argument',
  'click.decorators.version_option',
  'click.decorators.help_option',
  'click.decorators.pass_context',
  'click.decorators.confirmation_option',
]

[tool.pylint.variables]
# List of additional names supposed to be defined in builtins. Remember that you
# should avoid defining new builtins when possible.
# additional-builtins =

# Tells whether unused global variables should be treated as a violation.
allow-global-unused-variables = true

# List of names allowed to shadow builtins
# allowed-redefined-builtins =

# List of strings which can identify a callback function by name. A callback name
# must start or end with one of those strings.
callbacks = ["cb_", "_cb"]

# A regular expression matching the name of dummy variables (i.e. expected to not
# be used).
dummy-variables-rgx = "_+$|(_[a-zA-Z0-9_]*[a-zA-Z0-9]+?$)|dummy|^ignored_|^unused_"

# Argument names that match this expression will be ignored.
ignored-argument-names = "_.*|^ignored_|^unused_"

# Tells whether we should check for unused import in __init__ files.
# init-import =

# List of qualified module names which can have objects that can redefine
# builtins.
redefining-builtins-modules = ["six.moves", "past.builtins", "future.builtins", "builtins", "io"]


# ===== isort Config =====
[tool.isort]
line_length=120
multi_line_output=3
include_trailing_comma=true
force_grid_wrap=0
combine_as_imports=true
order_by_type=true
force_single_line=true
src_paths = ["python", "tests"]
known_dask = ["dask", "distributed", "dask_cuda"]
known_rapids = ["nvstrings", "nvcategory", "nvtext", "cudf", "cuml", "cugraph", "dask_cudf"]
known_first_party = ["morpheus", "_utils"]
default_section = "THIRDPARTY"
sections= ["FUTURE", "STDLIB", "THIRDPARTY", "DASK", "RAPIDS", "FIRSTPARTY", "LOCALFOLDER"]
skip= [
    "__init__.py",
    "__init__.pyi",
    # Skip _version.py as it is auto-generated
    "_version.py",
    ".eggs",
    ".git",
    ".hg",
    ".mypy_cache",
    ".tmp",
    ".tox",
    ".venv",
    "buck-out",
    "build",
    "dist",
    "models",
    "thirdparty"
]

[tool.flake8]
filename=[
  "*.py",
  "*.pyx",
  "*.pxd"
]
# TODO: Remove dfencoder https://github.com/nv-morpheus/Morpheus/issues/786
exclude=[
   "__pycache__",
   ".git",
   ".tmp/",
   "*.egg",
   "build/",
   "cpp",
   "docs",
   "models/",
   "python/morpheus/morpheus/models/dfencoder/*.py",
   "thirdparty"
]
max-line-length=120
max-doc-length=120

extend-ignore=[
    # Ignore missing docstrings __init__ methods as we document those on the class
    "D107",
    # Don't require quotes to be placed on the same line as a one-line docstring, useful when the docstring is close
    # to the line limit
    "D200",
    # Allow a blank line between a docstring and the code
    "D202",
    # D204: 1 blank line required after class docstring
    "D204",
    # D205: 1 blank line required between summary line and description (allow for a paragraph)
    "D205",
    # D400: First line should end with a period (only works if we're adhering to D205)
    "D400",
    # D401: First line should be in imperative mood
    "D401"
]

# Cython Rules ignored:
# E999: invalid syntax (works for Python, not Cython)
# E225: Missing whitespace around operators (breaks cython casting syntax like <int>)
# E226: Missing whitespace around arithmetic operators (breaks cython pointer syntax like int*)
# E227: Missing whitespace around bitwise or shift operator (Can also break casting syntax)
# W503: line break before binary operator (breaks lines that start with a pointer)
# W504: line break after binary operator (breaks lines that end with a pointer)

per-file-ignores =[
    # imported but unused
    "__init__.py: F401, E402",
    # Ignore additional deps needed for examples
    "examples/*.py: F821",
    # Cython Exclusions
    "*.pyx: E999, E225, E226, E227, W503, W504",
    "*.pxd: E999, E225, E226, E227, W503, W504",
    # Remove some documentation requirements for tests
    # D100: Missing docstring in public module
    # D101: Missing docstring in public class
    # D102: Missing docstring in public method
    # D103: Missing docstring in public function
    "tests/*.py: D100, D101, D102, D103"
]

[tool.yapfignore]
ignore_patterns = [
  "**/*.pyx",
  "**/*.pxd",
  "**/_version.py"
]

[tool.yapf]
based_on_style="pep8"
column_limit=120
split_all_top_level_comma_separated_values=true
join_multiple_lines=true
indent_dictionary_value=true