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@wiredfool wiredfool commented Jul 19, 2025

Addresses #8329 (comment) . see also #8329 (comment)
Changes proposed in this pull request:

  • Add the mode name as the schema name instead of "pixel"
  • Add image band metadata in the arrow schema
  • Tests for metadata interop
  • Client testing with arro3 and nanoarrow similar to the pyarrow tests

For multiband images, we issue:

ArrowSchema:
  Format: FixedLengthArray[4]
  Children: 
    - ArrowSchema:
       Format: uint8
       name: RGB
       metadata: {image: {bands: [R, G, B, X]}}

This metadata is accessible using pa.array(img).type.field(0).metadata

For single band images we emit:

ArrowSchema:
  Format: ...
  name: F
  metadata: {image: {bands: [F]}}

This metadata is not apparently accessible via pyarrow or arro3, but is accessible via nanoarrow.

The ultimate goal is to be able to have:

  • numpy/pandas/arrow users be able to do np.array(img) and be able to identify RGB channel names
  • height/width would be ideal

@rok

@wiredfool wiredfool marked this pull request as draft July 19, 2025 15:38
@rok
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rok commented Jul 20, 2025

@paleolimbot am I right to say array metadata was not really designed to pass application metadata? What are your thoughts on what's being done here?
@wiredfool has the issue here that he can't access metadata of children when in certain cases.
I'm suggesting usage of FixedShapeTensorArray, but I imagine working with arrays directly would simplify things here.

@wiredfool wiredfool force-pushed the pyarrow_band_names branch from e768bbf to 28c7645 Compare July 21, 2025 09:21
@wiredfool wiredfool force-pushed the pyarrow_band_names branch from 14ac76c to 7d2abbd Compare July 21, 2025 09:23
This metadata is available in nanoarrow, but not pyarrow or arro3
@paleolimbot
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Cool!

It's true that field metadata at anything other the top-level struct has a medium chance of getting propagated through various Arrow operations. If you used the two metadata fields ARROW:extension:name (== pillow.image) and ARROW:extension:metadata as the JSON you're proposing above at the Array level, I think you will have more success getting this to propagate correctly. For pyarrow you'd have to implement a minimal ExtensionType class that a (pyarrow) user would have to "register" for that type to show up nicely in pyarrow.

Feel free to ping on anything if you have a question!

@wiredfool wiredfool marked this pull request as ready for review October 10, 2025 14:40
Comment on lines +158 to +159
img2 = img.copy()
px = img2.load()
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Suggested change
img2 = img.copy()
px = img2.load()
px = img.load()

Or are you using copy() because you're testing that the data in img2 is still correct after img is no longer used?

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This is to ensure we haven't over freed the memory, as we're refcounting on the arrow usages.

Co-authored-by: Andrew Murray <[email protected]>
@hugovk hugovk merged commit 9e3a70a into python-pillow:main Oct 15, 2025
86 of 89 checks passed
luketainton pushed a commit to luketainton/repos_webexmemebot that referenced this pull request Jan 5, 2026
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [pillow](https://github.com/python-pillow/Pillow) ([changelog](https://github.com/python-pillow/Pillow/releases)) | `<12.0.0,>=11.0.0` -> `<12.0.1,>=12.0.0` | [![age](https://developer.mend.io/api/mc/badges/age/pypi/pillow/12.0.0?slim=true)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/pillow/11.3.0/12.0.0?slim=true)](https://docs.renovatebot.com/merge-confidence/) |

---

### Release Notes

<details>
<summary>python-pillow/Pillow (pillow)</summary>

### [`v12.0.0`](https://github.com/python-pillow/Pillow/releases/tag/12.0.0)

[Compare Source](python-pillow/Pillow@11.3.0...12.0.0)

<https://pillow.readthedocs.io/en/stable/releasenotes/12.0.0.html>

#### Removals

- Remove support for FreeType <= 2.9.0 [#&#8203;9159](python-pillow/Pillow#9159) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Drop support for Python 3.9 [#&#8203;9119](python-pillow/Pillow#9119) \[[@&#8203;hugovk](https://github.com/hugovk)]
- Remove deprecations for Pillow 12.0.0 [#&#8203;9053](python-pillow/Pillow#9053) \[[@&#8203;radarhere](https://github.com/radarhere)]

#### Deprecations

- Deprecate Image.\_show [#&#8203;9186](python-pillow/Pillow#9186) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Deprecate ImageCmsProfile product\_name and product\_info [#&#8203;8995](python-pillow/Pillow#8995) \[[@&#8203;lukegb](https://github.com/lukegb)]

#### Documentation

- ImagingHistogramInstance can use two bands [#&#8203;9251](python-pillow/Pillow#9251) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update 12.0.0 release notes [#&#8203;9247](python-pillow/Pillow#9247) \[[@&#8203;hugovk](https://github.com/hugovk)]
- Added ImageDraw alpha channel examples [#&#8203;9201](python-pillow/Pillow#9201) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update Python version [#&#8203;9230](python-pillow/Pillow#9230) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Updated macOS tested Pillow versions [#&#8203;9209](python-pillow/Pillow#9209) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add GitHub profile link to release notes [#&#8203;9197](python-pillow/Pillow#9197) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Split versionadded info [#&#8203;9190](python-pillow/Pillow#9190) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Document ImageFile.MAXBLOCK [#&#8203;9163](python-pillow/Pillow#9163) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Updated macOS version in CI targets [#&#8203;9157](python-pillow/Pillow#9157) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Fix typos [#&#8203;9135](python-pillow/Pillow#9135) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Added "Colors" to concepts [#&#8203;9067](python-pillow/Pillow#9067) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update macOS tested Pillow versions [#&#8203;9068](python-pillow/Pillow#9068) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Thanks, folks! [#&#8203;9056](python-pillow/Pillow#9056) \[[@&#8203;aclark4life](https://github.com/aclark4life)]
- Setup nit: "fork" should be lowercased [#&#8203;9055](python-pillow/Pillow#9055) \[[@&#8203;aclark4life](https://github.com/aclark4life)]

#### Dependencies

- Update dependency cibuildwheel to v3.2.1 [#&#8203;9246](python-pillow/Pillow#9246) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- \[pre-commit.ci] pre-commit autoupdate [#&#8203;9233](python-pillow/Pillow#9233) \[@&#8203;[pre-commit-ci\[bot\]](https://github.com/apps/pre-commit-ci)]
- Update harfbuzz to 12.1.0 [#&#8203;9218](python-pillow/Pillow#9218) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update libtiff to 4.7.1 [#&#8203;9222](python-pillow/Pillow#9222) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update FreeType to 2.14.1 on macOS and Linux wheels [#&#8203;9217](python-pillow/Pillow#9217) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update dependency cibuildwheel to v3.2.0 [#&#8203;9219](python-pillow/Pillow#9219) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update Ghostscript to 10.6.0 [#&#8203;9202](python-pillow/Pillow#9202) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update openjpeg to 2.5.4 [#&#8203;9215](python-pillow/Pillow#9215) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update harfbuzz to 11.5.0 [#&#8203;9203](python-pillow/Pillow#9203) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update dependency mypy to v1.18.2 [#&#8203;9213](python-pillow/Pillow#9213) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update dependency mypy to v1.18.1 [#&#8203;9207](python-pillow/Pillow#9207) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update github-actions [#&#8203;9194](python-pillow/Pillow#9194) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Updated harfbuzz to 11.4.5 [#&#8203;9150](python-pillow/Pillow#9150) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update zlib-ng to 2.2.5 [#&#8203;9140](python-pillow/Pillow#9140) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update raqm to 0.10.3 [#&#8203;9137](python-pillow/Pillow#9137) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update libjpeg-turbo to 3.1.2 [#&#8203;9188](python-pillow/Pillow#9188) \[[@&#8203;radarhere](https://github.com/radarhere)]
- \[pre-commit.ci] pre-commit autoupdate [#&#8203;9180](python-pillow/Pillow#9180) \[@&#8203;[pre-commit-ci\[bot\]](https://github.com/apps/pre-commit-ci)]
- Update dependency cibuildwheel to v3.1.4 [#&#8203;9164](python-pillow/Pillow#9164) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update actions/checkout action to v5 [#&#8203;9156](python-pillow/Pillow#9156) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update actions/download-artifact action to v5 [#&#8203;9141](python-pillow/Pillow#9141) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Updated harfbuzz to 11.3.3 [#&#8203;9103](python-pillow/Pillow#9103) \[[@&#8203;radarhere](https://github.com/radarhere)]
- \[pre-commit.ci] pre-commit autoupdate [#&#8203;9131](python-pillow/Pillow#9131) \[@&#8203;[pre-commit-ci\[bot\]](https://github.com/apps/pre-commit-ci)]
- Updated libimagequant to 4.4.0 [#&#8203;9074](python-pillow/Pillow#9074) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update dependency mypy to v1.17.1 [#&#8203;9130](python-pillow/Pillow#9130) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update dependency cibuildwheel to v3.1.3 [#&#8203;9129](python-pillow/Pillow#9129) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update dependency cibuildwheel to v3.1.2 [#&#8203;9118](python-pillow/Pillow#9118) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Updated libpng to 1.6.50 [#&#8203;9058](python-pillow/Pillow#9058) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update cygwin/cygwin-install-action action to v6 [#&#8203;9108](python-pillow/Pillow#9108) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Update dependency mypy to v1.17.0 [#&#8203;9092](python-pillow/Pillow#9092) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- Updated libwebp to 1.6.0 [#&#8203;9082](python-pillow/Pillow#9082) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update dependency cibuildwheel to v3.0.1 [#&#8203;9075](python-pillow/Pillow#9075) \[@&#8203;[renovate\[bot\]](https://github.com/apps/renovate)]
- \[pre-commit.ci] pre-commit autoupdate [#&#8203;9073](python-pillow/Pillow#9073) \[@&#8203;[pre-commit-ci\[bot\]](https://github.com/apps/pre-commit-ci)]

#### Testing

- Check return types [#&#8203;9045](python-pillow/Pillow#9045) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Upgrade from macos-13 [#&#8203;9212](python-pillow/Pillow#9212) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Wheels CI: Check number of expected dists [#&#8203;9239](python-pillow/Pillow#9239) \[[@&#8203;hugovk](https://github.com/hugovk)]
- Assert image type [#&#8203;8845](python-pillow/Pillow#8845) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Test GD transparency [#&#8203;9196](python-pillow/Pillow#9196) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Test mode when saving PPM images [#&#8203;9195](python-pillow/Pillow#9195) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Test unsupported BMP bitfields layout [#&#8203;9193](python-pillow/Pillow#9193) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update Ghostscript to 10.6.0 [#&#8203;9202](python-pillow/Pillow#9202) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Use monkeypatch [#&#8203;9192](python-pillow/Pillow#9192) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Always check XMLPacket value [#&#8203;9113](python-pillow/Pillow#9113) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Rename variable to not shadow import [#&#8203;9124](python-pillow/Pillow#9124) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Removed unused code [#&#8203;9182](python-pillow/Pillow#9182) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add has\_feature\_version helper [#&#8203;9172](python-pillow/Pillow#9172) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Replace print with assert [#&#8203;9171](python-pillow/Pillow#9171) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add Debian 13 Trixie [#&#8203;9147](python-pillow/Pillow#9147) \[[@&#8203;hugovk](https://github.com/hugovk)]
- Do not import from Tests directory in checks [#&#8203;9143](python-pillow/Pillow#9143) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Improve features test coverage [#&#8203;9077](python-pillow/Pillow#9077) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Remove WebP feature handling [#&#8203;9096](python-pillow/Pillow#9096) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Update for pyroma 5.0 [#&#8203;9093](python-pillow/Pillow#9093) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Improve WmfImagePlugin test coverage [#&#8203;9090](python-pillow/Pillow#9090) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Improve DdsImagePlugin test coverage [#&#8203;9091](python-pillow/Pillow#9091) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Improve ImageMath test coverage [#&#8203;9087](python-pillow/Pillow#9087) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Fix unclosed file warning [#&#8203;9065](python-pillow/Pillow#9065) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Pyroma now supports PEP 639 [#&#8203;9064](python-pillow/Pillow#9064) \[[@&#8203;radarhere](https://github.com/radarhere)]

#### Type hints

- Install arro3 dependencies when type checking [#&#8203;9254](python-pillow/Pillow#9254) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Check return types [#&#8203;9045](python-pillow/Pillow#9045) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Assert image type [#&#8203;8845](python-pillow/Pillow#8845) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Move imports into TYPE\_CHECKING [#&#8203;9123](python-pillow/Pillow#9123) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Remove support for NumPy 1.20 when type checking [#&#8203;9125](python-pillow/Pillow#9125) \[[@&#8203;radarhere](https://github.com/radarhere)]

#### Other changes

- Use macos-14 for iOS arm64 simulator [#&#8203;9258](python-pillow/Pillow#9258) \[[@&#8203;hugovk](https://github.com/hugovk)]
- Use enums for Modes and RawModes in C [#&#8203;9256](python-pillow/Pillow#9256) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add ImageText [#&#8203;9098](python-pillow/Pillow#9098) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Shift bits before making value negative [#&#8203;9255](python-pillow/Pillow#9255) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Support saving variable length rational TIFF tags by default [#&#8203;9241](python-pillow/Pillow#9241) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Added four private SGI TIFF tags [#&#8203;9245](python-pillow/Pillow#9245) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Band names for arrow exported images [#&#8203;9099](python-pillow/Pillow#9099) \[[@&#8203;wiredfool](https://github.com/wiredfool)]
- Use macos-latest for iOS arm64 simulator [#&#8203;9250](python-pillow/Pillow#9250) \[[@&#8203;radarhere](https://github.com/radarhere)]
- If pasting an image onto itself at a lower position, copy from bottom [#&#8203;8882](python-pillow/Pillow#8882) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Removed unused access for I;32L and I;32B [#&#8203;9238](python-pillow/Pillow#9238) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Corrected scientific-python-nightly-wheels pattern [#&#8203;9252](python-pillow/Pillow#9252) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Run sdist when scheduled, but do not upload to scientific-python-nightly-wheels index [#&#8203;9248](python-pillow/Pillow#9248) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Removed shebang lines and executable flags [#&#8203;9179](python-pillow/Pillow#9179) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Remove Pillow version from PDF comment [#&#8203;9176](python-pillow/Pillow#9176) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Support saving variable length rational TIFF tags [#&#8203;9111](python-pillow/Pillow#9111) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Build Python 3.14 on macOS 10.15 [#&#8203;9234](python-pillow/Pillow#9234) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Test largest CUR cursor [#&#8203;9191](python-pillow/Pillow#9191) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Do not unnecessarily update FLI \_\_offset [#&#8203;9184](python-pillow/Pillow#9184) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Fill alpha channel when quantizing RGB images [#&#8203;9133](python-pillow/Pillow#9133) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Allow RGBA palettes to work with ImageOps.expand() [#&#8203;9138](python-pillow/Pillow#9138) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Fixed loading rotated PCD images [#&#8203;9177](python-pillow/Pillow#9177) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Cast before shifting bits [#&#8203;9236](python-pillow/Pillow#9236) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Use \_ensure\_mutable() [#&#8203;9200](python-pillow/Pillow#9200) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Seek past BeginBinary data when parsing EPS metadata [#&#8203;9211](python-pillow/Pillow#9211) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Do not allow negative offset with memory mapping [#&#8203;9235](python-pillow/Pillow#9235) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Clear C image when MPO frame image size changes [#&#8203;9208](python-pillow/Pillow#9208) \[[@&#8203;radarhere](https://github.com/radarhere)]
- When converting RGBA to PA, use RGB to P quantization [#&#8203;9153](python-pillow/Pillow#9153) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Remove use of sudo from libavif and raqm install scripts [#&#8203;9231](python-pillow/Pillow#9231) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Load image palette into Python after converting to PA [#&#8203;9152](python-pillow/Pillow#9152) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Check all reserved bytes in FLI header [#&#8203;9183](python-pillow/Pillow#9183) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Limit length of read operation in ImageFont.\_load\_pilfont\_data() [#&#8203;9181](python-pillow/Pillow#9181) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Python 3.9 wheels are no longer needed [#&#8203;9214](python-pillow/Pillow#9214) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Remove unused Image \_expand() [#&#8203;9227](python-pillow/Pillow#9227) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Updated FreeType to 2.14.1 on Windows [#&#8203;9206](python-pillow/Pillow#9206) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Only deprecate fromarray mode for changing data types [#&#8203;9063](python-pillow/Pillow#9063) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Fix reading RGB and CMYK IPTC images [#&#8203;9088](python-pillow/Pillow#9088) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Install zstd for libtiff on Linux wheels [#&#8203;9097](python-pillow/Pillow#9097) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Improve WalImageFile test coverage [#&#8203;9189](python-pillow/Pillow#9189) \[[@&#8203;radarhere](https://github.com/radarhere)]
- ImageMorph operations must have length 1 [#&#8203;9102](python-pillow/Pillow#9102) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Set correct size for rotated PCD images after opening [#&#8203;9086](python-pillow/Pillow#9086) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Simplify check for GBR width and height [#&#8203;9089](python-pillow/Pillow#9089) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Make in parallel when building libjpeg-turbo and openjpeg for macOS and Linux wheels [#&#8203;9144](python-pillow/Pillow#9144) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Fix ZeroDivisionError in ImageStat [#&#8203;9105](python-pillow/Pillow#9105) \[[@&#8203;radarhere](https://github.com/radarhere)]
- When deleting EXIF IFD tag, delete IFD data [#&#8203;9083](python-pillow/Pillow#9083) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Allow alpha\_composite to use LA images [#&#8203;9066](python-pillow/Pillow#9066) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Improve \_accept length check [#&#8203;9170](python-pillow/Pillow#9170) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Do not set core to DeferredError [#&#8203;9166](python-pillow/Pillow#9166) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Use macos-14 for iOS arm64 simulator [#&#8203;9161](python-pillow/Pillow#9161) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Make in parallel when building brotli and libavif for macOS and Linux wheels [#&#8203;9142](python-pillow/Pillow#9142) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Use Python 3.14 for gcc problem matching [#&#8203;9134](python-pillow/Pillow#9134) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add libavif support for iOS [#&#8203;9117](python-pillow/Pillow#9117) \[[@&#8203;freakboy3742](https://github.com/freakboy3742)]
- Restore pyroma test for iOS [#&#8203;9116](python-pillow/Pillow#9116) \[[@&#8203;freakboy3742](https://github.com/freakboy3742)]
- Use correct bands for two band histograms [#&#8203;9054](python-pillow/Pillow#9054) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add support for Python 3.14 [#&#8203;9120](python-pillow/Pillow#9120) \[[@&#8203;hugovk](https://github.com/hugovk)]
- Drop support for PyPy3.10 [#&#8203;9112](python-pillow/Pillow#9112) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Add parallel compile from pybind11 [#&#8203;8990](python-pillow/Pillow#8990) \[[@&#8203;wiredfool](https://github.com/wiredfool)]
- Remove unused \_save\_cjpeg [#&#8203;9084](python-pillow/Pillow#9084) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Ensure dynamic libjpeg libraries are not linked [#&#8203;9081](python-pillow/Pillow#9081) \[[@&#8203;freakboy3742](https://github.com/freakboy3742)]
- Remove reference to libtiff 3.x [#&#8203;9072](python-pillow/Pillow#9072) \[[@&#8203;radarhere](https://github.com/radarhere)]
- Restored manylinux2014 wheels [#&#8203;9059](python-pillow/Pillow#9059) \[[@&#8203;radarhere](https://github.com/radarhere)]

</details>

---

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---

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---

This PR has been generated by [Renovate Bot](https://github.com/renovatebot/renovate).
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Reviewed-on: https://git.tainton.uk/repos/webexmemebot/pulls/519
Co-authored-by: renovate[bot] <[email protected]>
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