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Closes #355

This PR adds PEP 561 type stubs for pyvips, enabling IDE autocomplete and type checking with mypy.

Changes

  • Add pyvips/__init__.pyi - Type stubs for all Image operations (300+ methods)
  • Add pyvips/generate_type_stubs.py - Script to regenerate stubs from libvips introspection
  • Add tests/test_type_hints.py - Test verifying type stubs work correctly
  • Update README.rst with type checking section
  • Add mypy check to CI workflow

Design Decisions

Type stubs are generated rather than handwritten because:

  • pyvips is a binding around libvips C library, which evolves independently
  • libvips has 300+ operations with complex signatures
  • New operations are added to libvips frequently
  • Generation uses same introspection as existing doc/enum generation
  • Ensures stubs stay synchronized with available operations

This follows the existing pattern used for:

  • Enum generation (examples/gen-enums.py)
  • Documentation generation (pyvips.Operation.generate_sphinx_all())

Features

  • ✅ Complete coverage of Image methods via introspection
  • ✅ No use of Any - specific Union types instead
  • ✅ Supports both string and enum values for enum parameters
  • ✅ Python keyword escaping (e.g., in_ for in parameter)
  • ✅ Proper typing for optional outputs with dictionaries
  • ✅ CI integration to validate stubs
  • ✅ Zero runtime overhead (stubs only used by type checkers)

Usage

Users can now type check pyvips code:

pip install mypy
mypy your_script.py

Regenerate stubs after libvips updates:

python pyvips/generate_type_stubs.py

Testing

  • All existing tests pass (48 passed, 7 skipped)
  • New test_type_hints.py added
  • Mypy validation passes

Adds PEP 561 type stubs for pyvips, enabling IDE autocomplete
and type checking with mypy.

- Add pyvips/__init__.pyi with type stubs for 300+ Image operations
- Add generate_type_stubs.py script using introspection (follows existing enum/doc pattern)
- Add test_type_hints.py with mypy validation
- Update README with type checking documentation
- Add mypy check to CI workflow

Type stubs are generated to handle libvips's 300+ operations
and frequent updates. Zero runtime overhead, full type coverage.
@jcupitt
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jcupitt commented Dec 26, 2025

This is great @JoshCLWren!

I'm on holiday right now, but I'll read this carefully when I get home again.

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Other:

  • we need a line in the changelog, and please credit yourself for doing this nice work
  • generate_type_stubs.py needs to be set executable
  • does the type stub generator need to be in pyvips/? it's something for maintainers, so I'd be inclined to put it in examples/. The doc generator is in pyvips/ because it's used for help() output
  • perhaps we could run mypy on the demo scripts in examples/ as part of CI? but it'll need eg. a hint for image * [1, 2, 3] first

stub += """
# Operator overloads
def __add__(self, other: Union[Image, float, int]) -> Image: ...
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You can have arrays of float and int too, eg. a + [1, 2, 3] adds 1 to band 0, 2 to band 1, 3 to band 2.

def __call__(self, x: int, y: int) -> List[float]: ...
def __repr__(self) -> str: ...


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There are a set of hand-written bindings too, perhaps some of them could have type hints?

Easy: image.floor() etc.

Medium: bandjoin, bandsplit, composite etc.

Horrible: ifthenelse.

…erator overloads

- Add type hints for ifthenelse, composite, floor, ceil, rint, bandsplit, bandjoin, bandrank, hasalpha, get_page_height
- Enhance operator overloads to support List[float] and List[int] operands
- Move generate_type_stubs.py from pyvips/ to examples/ for better maintainability
- Add CI mypy checks for examples/affine.py and examples/convolve.py
- Update documentation references for type stub generation path
@staticmethod
def new_from_list(array: List[List[float]], scale: float =1.0, offset: float = 0.0) -> Image: ...
def new_from_list(
array: List[List[float]], scale: float = 1.0, offset: float = 0.0
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I think this can also be List[List[int]]

enum_classes = "\n".join([f"class {name}: ..." for name in enum_names])

stub = f'''"""Type stubs for pyvips.
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Add:

    # flake8: noqa: E501

to stop flake8 moaning about long lines in the generated output.

"""

import typing
from typing import Any, Optional, Union
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You don't use any of these (I think).

type_map,
type_from_name,
nickname_find,
at_least_libvips,
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unused

nickname_find,
at_least_libvips,
)
from pyvips import ffi, Error, _to_bytes, _to_string
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_to_byes, _to_string unused

import os

# Script is in examples/, need to go up one level to find pyvips/
stub_file = os.path.join(os.path.dirname(__file__), "..", "pyvips", "__init__.pyi")
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I'm not sure we need this -- just generate __init__.pyi in the current directory and let the user know. Or just print to stdout (the safest).

"""Generate type signature for an operation method."""
intro = Introspect.get(operation_name)

if (intro.flags & 4) != 0: # _OPERATION_DEPRECATED
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Is this correct? VipsOperationFlags uses 8 for VipsOperationFlags. I think you're removed all uncacheable operations instead.


# Return type
output_types = [
gtype_to_python_type(intro.details[name]["type"])
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no newline before this


# Optional output dicts can contain any metadata value type
if len(intro.doc_optional_output) > 0:
dict_value_type = (
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We don't need the brackets

return "\n".join([sig for _, sig in all_names])


def get_all_enum_names() -> list[str]:
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I suppose we should handle flags as well as enums, but perhaps that can wait for another PR.

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gen-enums has this code as well, of course, perhaps it should be moved into Introspect

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jcupitt commented Dec 28, 2025

Sorry, there are a lot of comments. I don't know how much time you have -- we could merge and share the work of fixups in later PRs, if you like.

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jcupitt commented Dec 28, 2025

Oh, I just saw cdisplayagain, nice!

You have:

The project requires pyvips for fast image processing. Install the libvips library via your package manager:

Another possible solution is:

$ pip install pyvips[binary]

And it should download and use a libvips binary appropriate for your system. It might be a little easier for your users.

@JoshCLWren
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Sorry, there are a lot of comments. I don't know how much time you have -- we could merge and share the work of fixups in later PRs, if you like.

No worries! Thanks for the feedback. I'll get on it this afternoon/evening.

@JoshCLWren
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Oh, I just saw cdisplayagain, nice!

You have:

The project requires pyvips for fast image processing. Install the libvips library via your package manager:

Another possible solution is:

$ pip install pyvips[binary]

And it should download and use a libvips binary appropriate for your system. It might be a little easier for your users.

Good call, I think that'll help a lot.

…precated operations

Changed hardcoded value 4 (NOCACHE) to use _OPERATION_DEPRECATED constant (8).
This fixes incorrect filtering that was excluding uncacheable operations instead
of deprecated ones.
- Add SourceCustom class with on_read() and on_seek() methods
- Add Source.new_from_descriptor() and Target.new_to_descriptor() static methods
- Add pyvips.call() function for calling libvips operations
- Add erode() and dilate() methods to Image class stub
- Add explicit enum attributes for Direction and Align (HORIZONTAL, VERTICAL, LOW, CENTRE, HIGH)
- Fix try7.py to use .format instead of non-existent .bandfmt attribute
- Add type: ignore comments for Union type narrowing issues in 7 example files
- All 35 example files now pass mypy type checking
- Type stub file passes mypy with 0 errors
- Update version.py to 3.2.0
- Update CHANGELOG.rst with version 3.2.0 entry
- Update doc/conf.py to version 3.2.0
- Expand CI mypy checks to include more example scripts
Match operator overload signatures which already support int and List[int] types.
Ensures type consistency across the Image API.
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type hints?

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