transformers/pyproject.toml

[tool.coverage.run]
source = ["transformers"]
omit = [
    "*/convert_*",
    "*/__main__.py"
]

[tool.coverage.report]
exclude_lines = [
    "pragma: no cover",
    "raise",
    "except",
    "register_parameter"
]

[tool.ruff]
target-version = "py310"
line-length = 119

[tool.ruff.lint]
select = [
    "E",  # pycodestyle errors
    "F",  # Pyflakes
    "I",  # isort
    "W",  # pycodestyle warnings
    "UP",  # pyupgrade
    "FURB",  # refurb
    "SIM",  # flake8-simplify
    "S110",  # bandit's try-except-pass rule
    "C4",  # flake8-comprehensions
    "C901",  # McCabe complexity
    "RUF013",  # Checks for the use of implicit Optional in type annotations when the default parameter value is None.
    "PERF102",  # Checks for uses of dict.items() that discard either the key or the value when iterating over the dictionary.
    "PLC1802",  # Checks for len calls on sequences in a boolean test context.
    "PLC0208",  # Checks for iteration over a set literal where each element in the set is itself a literal value.
    "PIE794",  # Checks for duplicate field definitions in classes.
]
ignore = [
    "E501",  # Checks for lines that exceed the specified maximum character length.
    "E741",  # Checks for the use of the characters 'l', 'O', or 'I' as variable names.
    "SIM1",  # All SIM1XX rules
    "SIM905",  # Checks for static str.split calls that can be replaced with list literals.
    "UP015",  # Checks for redundant open mode arguments.
    "UP031",  # Checks for printf-style string formatting, and offers to replace it with str.format calls.
]
extend-safe-fixes = [
    "UP006",  # Checks for the use of generics that can be replaced with standard library variants based on PEP 585.
]

# Ignore import violations in all `__init__.py` files.
[tool.ruff.lint.per-file-ignores]
"__init__.py" = ["E402", "F401", "F403", "F811"]
"examples/**/*.py" = ["C901"]
"src/transformers/file_utils.py" = ["F401"]
"src/transformers/utils/dummy_*.py" = ["F401"]

[tool.ruff.lint.isort]
lines-after-imports = 2
known-first-party = ["transformers"]

[tool.ruff.format]
# Like Black, use double quotes for strings.
quote-style = "double"
# Like Black, indent with spaces, rather than tabs.
indent-style = "space"
# Like Black, respect magic trailing commas.
skip-magic-trailing-comma = false
# Like Black, automatically detect the appropriate line ending.
line-ending = "auto"

[tool.ruff.lint.mccabe]
max-complexity = 75

[tool.pytest.ini_options]
addopts = "--doctest-glob='**/*.md'"
doctest_optionflags="NUMBER NORMALIZE_WHITESPACE ELLIPSIS"
markers = [
    "all_flash_attn_test: marks tests related to all mainline flash attentions at once (deselect with '-m \"not all_flash_attn_test\"')",
    "flash_attn_4_test: marks tests related to flash attention 4 (deselect with '-m \"not flash_attn_4_test\"')",
    "flash_attn_3_test: marks tests related to flash attention 3 (deselect with '-m \"not flash_attn_3_test\"')",
    "flash_attn_test: marks tests related to flash attention (deselect with '-m \"not flash_attn_test\"')",
    "bitsandbytes: select (or deselect with `not`) bitsandbytes integration tests",
    "generate: marks tests that use the GenerationTesterMixin",
    "is_training_test: marks tests that use the TrainingTesterMixin (deselect with '-m \"not is_training_test\"')",
    "is_tensor_parallel_test: marks tests that use the TensorParallelTesterMixin (deselect with '-m \"not is_tensor_parallel_test\"')",
]
log_cli = 1
log_cli_level = "WARNING"
asyncio_default_fixture_loop_scope = "function"
filterwarnings = [
    # The above pytest-asyncio rule emits unnessecary warnings when it's not installed, so skip it here
    "ignore:Unknown config option.*asyncio_default_fixture_loop_scope",
    # Latest sentencepiece (v0.2.1) triggers those warnings when installed due to its build with afflicted version of swig - skip them
    "ignore:builtin type SwigPyPacked has no __module__ attribute:DeprecationWarning",
    "ignore:builtin type SwigPyObject has no __module__ attribute:DeprecationWarning",
    "ignore:builtin type swigvarlink has no __module__ attribute:DeprecationWarning",
]
env = [
    # Avoid any ReadTimeout when making requests to the Hub (default is 10)
    # Note: 'D:' means default value from laptop or CI won't be overwritten
    "D:HF_HUB_DOWNLOAD_TIMEOUT=60",
]

[tool.ty]
# ty type checker configuration
# Using default settings for comprehensive type checking

[tool.ty.rules]
# Disable specific rules that produce false positives or are too strict for this codebase
invalid-method-override = "ignore"     # Parameter name differences are acceptable (e.g., x vs input, new_embeddings vs value)
not-subscriptable = "ignore"           # False positives on tensor slicing (e.g., self.position_ids[:, :seq_length])
no-matching-overload = "ignore"        # False positives on torch.zeros and similar functions accepting Size/tuple
unsupported-operator = "ignore"        # False positives on tuple concatenation with += when properly initialized
unresolved-import = "ignore"           # Optional dependencies (mlx, torch_npu, habana_frameworks, etc.) checked at runtime
call-non-callable = "ignore"           # Mixin pattern issues where classes are used as both types and callables
unresolved-reference = "ignore"        # Forward references with noqa: F821 that ty doesn't respect
invalid-argument-type = "ignore"       # Complex type narrowing and union type issues
not-iterable = "ignore"                # Complex async/Future type patterns
invalid-return-type = "ignore"         # Return type mismatches that would require refactoring
deprecated = "ignore"                  # Deprecation warnings from dependencies
invalid-assignment = "ignore"          # Low-level assignments that are runtime-safe
unused-ignore-comment = "ignore"       # Ignore comments that became unnecessary after adding broader per-file-ignores
unused-type-ignore-comment = "ignore"  # A `# type: ignore` counts as "used" only when its suppressed error fires, which needs optional deps (torch, openai, ...) installed. CI's lean `quality` env lacks them, so directives used locally look unused in CI.