Add image documentation #238

ryantwolf · 2024-09-10T15:34:24Z

Description

This PR adds

Docstrings for all classes in the image curation.
API docs for the docstrings.
Pages in the user guide about image curation.
Updated README with image curation. I felt the README was getting too long with all the image curation stuff in it, so I removed a lot of the fine grain details.

Usage

N/A

Checklist

I am familiar with the Contributing Guide.
New or Existing tests cover these changes.
The documentation is up to date with these changes.

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf · 2024-10-18T20:35:48Z

The docs are ready to review.

Signed-off-by: Ryan Wolf <[email protected]>

sarahyurick

Great tutorial! Added general comments and proofreading.

README.md

docs/user-guide/image/embedders.rst

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf · 2024-10-22T21:50:21Z

@sarahyurick I addressed most of your feedback. I left comments where I disagreed / wanted clarification. Please take another look when you can.

sarahyurick

Thanks for updating! I believe there should just be 3 more comments from my previous review that still need to be updated, otherwise LGTM.

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf · 2024-10-24T17:20:05Z

I think I addressed all your concerns @sarahyurick, let me know if I missed anything though.

Signed-off-by: Ryan Wolf <[email protected]>

sarahyurick

Thanks!

Signed-off-by: Ryan Wolf <[email protected]>

* Add partial image implementation Signed-off-by: Ryan Wolf <[email protected]> * Refactor requirements Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs Signed-off-by: Ryan Wolf <[email protected]> * Change from_map to map_partitions Signed-off-by: Ryan Wolf <[email protected]> * Add super constructor Signed-off-by: Ryan Wolf <[email protected]> * Add kwargs for load_object_on_worker Signed-off-by: Ryan Wolf <[email protected]> * Get proper epoch size Signed-off-by: Ryan Wolf <[email protected]> * Complete embedding creation loop Signed-off-by: Ryan Wolf <[email protected]> * Change devices Signed-off-by: Ryan Wolf <[email protected]> * Add device Signed-off-by: Ryan Wolf <[email protected]> * Refactor embedding creation and add classifier Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs in classifiers Signed-off-by: Ryan Wolf <[email protected]> * Refactor model names Signed-off-by: Ryan Wolf <[email protected]> * Add model name Signed-off-by: Ryan Wolf <[email protected]> * Fix classifier bugs Signed-off-by: Ryan Wolf <[email protected]> * Allow postprocessing for classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix name and add print Signed-off-by: Ryan Wolf <[email protected]> * Fix variable name Signed-off-by: Ryan Wolf <[email protected]> * Add NSFW Signed-off-by: Ryan Wolf <[email protected]> * Update init for import Signed-off-by: Ryan Wolf <[email protected]> * Fix embedding size Signed-off-by: Ryan Wolf <[email protected]> * Add fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix missing index Signed-off-by: Ryan Wolf <[email protected]> * Update metdata for fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Add export to webdataset Signed-off-by: Ryan Wolf <[email protected]> * Fix missing id col Signed-off-by: Ryan Wolf <[email protected]> * Sort embeddings by id Signed-off-by: Ryan Wolf <[email protected]> * Add timm Signed-off-by: Ryan Wolf <[email protected]> * Update init file Signed-off-by: Ryan Wolf <[email protected]> * Add autocast to timm Signed-off-by: Ryan Wolf <[email protected]> * Update requirements and transform Signed-off-by: Ryan Wolf <[email protected]> * Add additional interpolation support Signed-off-by: Ryan Wolf <[email protected]> * Fix transform normalization Signed-off-by: Ryan Wolf <[email protected]> * Remove open_clip Signed-off-by: Ryan Wolf <[email protected]> * Add index path support to wds Signed-off-by: Ryan Wolf <[email protected]> * Address Vibhu's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add import guard for image dataset Signed-off-by: Ryan Wolf <[email protected]> * Change default device Signed-off-by: Ryan Wolf <[email protected]> * Remove commented code Signed-off-by: Ryan Wolf <[email protected]> * Remove device id Signed-off-by: Ryan Wolf <[email protected]> * Fix index issue Signed-off-by: Ryan Wolf <[email protected]> * Add docstrings and standardize variable names Signed-off-by: Ryan Wolf <[email protected]> * Add image curation tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add initial image docs Signed-off-by: Ryan Wolf <[email protected]> * Remove tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add dataset docs Signed-off-by: Ryan Wolf <[email protected]> * Add embedder documentation Signed-off-by: Ryan Wolf <[email protected]> * Revert embedding column name change Signed-off-by: Ryan Wolf <[email protected]> * Update user guide for images Signed-off-by: Ryan Wolf <[email protected]> * Update README Signed-off-by: Ryan Wolf <[email protected]> * Update README with RAPIDS nightly instructions Signed-off-by: Ryan Wolf <[email protected]> * Fix formatting issues in image documentation Signed-off-by: Ryan Wolf <[email protected]> * Remove extra newline in README Signed-off-by: Ryan Wolf <[email protected]> * Address most of Sarah's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add section summary Signed-off-by: Ryan Wolf <[email protected]> * Fix errors and REWORD GPU bullets in README Signed-off-by: Ryan Wolf <[email protected]> * Fix how table of contents displays with new sections Signed-off-by: Ryan Wolf <[email protected]> --------- Signed-off-by: Ryan Wolf <[email protected]>

* Add partial image implementation Signed-off-by: Ryan Wolf <[email protected]> * Refactor requirements Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs Signed-off-by: Ryan Wolf <[email protected]> * Change from_map to map_partitions Signed-off-by: Ryan Wolf <[email protected]> * Add super constructor Signed-off-by: Ryan Wolf <[email protected]> * Add kwargs for load_object_on_worker Signed-off-by: Ryan Wolf <[email protected]> * Get proper epoch size Signed-off-by: Ryan Wolf <[email protected]> * Complete embedding creation loop Signed-off-by: Ryan Wolf <[email protected]> * Change devices Signed-off-by: Ryan Wolf <[email protected]> * Add device Signed-off-by: Ryan Wolf <[email protected]> * Refactor embedding creation and add classifier Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs in classifiers Signed-off-by: Ryan Wolf <[email protected]> * Refactor model names Signed-off-by: Ryan Wolf <[email protected]> * Add model name Signed-off-by: Ryan Wolf <[email protected]> * Fix classifier bugs Signed-off-by: Ryan Wolf <[email protected]> * Allow postprocessing for classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix name and add print Signed-off-by: Ryan Wolf <[email protected]> * Fix variable name Signed-off-by: Ryan Wolf <[email protected]> * Add NSFW Signed-off-by: Ryan Wolf <[email protected]> * Update init for import Signed-off-by: Ryan Wolf <[email protected]> * Fix embedding size Signed-off-by: Ryan Wolf <[email protected]> * Add fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix missing index Signed-off-by: Ryan Wolf <[email protected]> * Update metdata for fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Add export to webdataset Signed-off-by: Ryan Wolf <[email protected]> * Fix missing id col Signed-off-by: Ryan Wolf <[email protected]> * Sort embeddings by id Signed-off-by: Ryan Wolf <[email protected]> * Add timm Signed-off-by: Ryan Wolf <[email protected]> * Update init file Signed-off-by: Ryan Wolf <[email protected]> * Add autocast to timm Signed-off-by: Ryan Wolf <[email protected]> * Update requirements and transform Signed-off-by: Ryan Wolf <[email protected]> * Add additional interpolation support Signed-off-by: Ryan Wolf <[email protected]> * Fix transform normalization Signed-off-by: Ryan Wolf <[email protected]> * Remove open_clip Signed-off-by: Ryan Wolf <[email protected]> * Add index path support to wds Signed-off-by: Ryan Wolf <[email protected]> * Address Vibhu's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add import guard for image dataset Signed-off-by: Ryan Wolf <[email protected]> * Change default device Signed-off-by: Ryan Wolf <[email protected]> * Remove commented code Signed-off-by: Ryan Wolf <[email protected]> * Remove device id Signed-off-by: Ryan Wolf <[email protected]> * Fix index issue Signed-off-by: Ryan Wolf <[email protected]> * Add docstrings and standardize variable names Signed-off-by: Ryan Wolf <[email protected]> * Add image curation tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add initial image docs Signed-off-by: Ryan Wolf <[email protected]> * Remove tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add dataset docs Signed-off-by: Ryan Wolf <[email protected]> * Add embedder documentation Signed-off-by: Ryan Wolf <[email protected]> * Revert embedding column name change Signed-off-by: Ryan Wolf <[email protected]> * Update user guide for images Signed-off-by: Ryan Wolf <[email protected]> * Update README Signed-off-by: Ryan Wolf <[email protected]> * Update README with RAPIDS nightly instructions Signed-off-by: Ryan Wolf <[email protected]> * Fix formatting issues in image documentation Signed-off-by: Ryan Wolf <[email protected]> * Remove extra newline in README Signed-off-by: Ryan Wolf <[email protected]> * Address most of Sarah's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add section summary Signed-off-by: Ryan Wolf <[email protected]> * Fix errors and REWORD GPU bullets in README Signed-off-by: Ryan Wolf <[email protected]> * Fix how table of contents displays with new sections Signed-off-by: Ryan Wolf <[email protected]> --------- Signed-off-by: Ryan Wolf <[email protected]> Signed-off-by: Ayush Dattagupta <[email protected]>

* Add partial image implementation Signed-off-by: Ryan Wolf <[email protected]> * Refactor requirements Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs Signed-off-by: Ryan Wolf <[email protected]> * Change from_map to map_partitions Signed-off-by: Ryan Wolf <[email protected]> * Add super constructor Signed-off-by: Ryan Wolf <[email protected]> * Add kwargs for load_object_on_worker Signed-off-by: Ryan Wolf <[email protected]> * Get proper epoch size Signed-off-by: Ryan Wolf <[email protected]> * Complete embedding creation loop Signed-off-by: Ryan Wolf <[email protected]> * Change devices Signed-off-by: Ryan Wolf <[email protected]> * Add device Signed-off-by: Ryan Wolf <[email protected]> * Refactor embedding creation and add classifier Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs in classifiers Signed-off-by: Ryan Wolf <[email protected]> * Refactor model names Signed-off-by: Ryan Wolf <[email protected]> * Add model name Signed-off-by: Ryan Wolf <[email protected]> * Fix classifier bugs Signed-off-by: Ryan Wolf <[email protected]> * Allow postprocessing for classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix name and add print Signed-off-by: Ryan Wolf <[email protected]> * Fix variable name Signed-off-by: Ryan Wolf <[email protected]> * Add NSFW Signed-off-by: Ryan Wolf <[email protected]> * Update init for import Signed-off-by: Ryan Wolf <[email protected]> * Fix embedding size Signed-off-by: Ryan Wolf <[email protected]> * Add fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix missing index Signed-off-by: Ryan Wolf <[email protected]> * Update metdata for fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Add export to webdataset Signed-off-by: Ryan Wolf <[email protected]> * Fix missing id col Signed-off-by: Ryan Wolf <[email protected]> * Sort embeddings by id Signed-off-by: Ryan Wolf <[email protected]> * Add timm Signed-off-by: Ryan Wolf <[email protected]> * Update init file Signed-off-by: Ryan Wolf <[email protected]> * Add autocast to timm Signed-off-by: Ryan Wolf <[email protected]> * Update requirements and transform Signed-off-by: Ryan Wolf <[email protected]> * Add additional interpolation support Signed-off-by: Ryan Wolf <[email protected]> * Fix transform normalization Signed-off-by: Ryan Wolf <[email protected]> * Remove open_clip Signed-off-by: Ryan Wolf <[email protected]> * Add index path support to wds Signed-off-by: Ryan Wolf <[email protected]> * Address Vibhu's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add import guard for image dataset Signed-off-by: Ryan Wolf <[email protected]> * Change default device Signed-off-by: Ryan Wolf <[email protected]> * Remove commented code Signed-off-by: Ryan Wolf <[email protected]> * Remove device id Signed-off-by: Ryan Wolf <[email protected]> * Fix index issue Signed-off-by: Ryan Wolf <[email protected]> * Add docstrings and standardize variable names Signed-off-by: Ryan Wolf <[email protected]> * Add image curation tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add initial image docs Signed-off-by: Ryan Wolf <[email protected]> * Remove tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add dataset docs Signed-off-by: Ryan Wolf <[email protected]> * Add embedder documentation Signed-off-by: Ryan Wolf <[email protected]> * Revert embedding column name change Signed-off-by: Ryan Wolf <[email protected]> * Update user guide for images Signed-off-by: Ryan Wolf <[email protected]> * Update README Signed-off-by: Ryan Wolf <[email protected]> * Update README with RAPIDS nightly instructions Signed-off-by: Ryan Wolf <[email protected]> * Fix formatting issues in image documentation Signed-off-by: Ryan Wolf <[email protected]> * Remove extra newline in README Signed-off-by: Ryan Wolf <[email protected]> * Address most of Sarah's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add section summary Signed-off-by: Ryan Wolf <[email protected]> * Fix errors and REWORD GPU bullets in README Signed-off-by: Ryan Wolf <[email protected]> * Fix how table of contents displays with new sections Signed-off-by: Ryan Wolf <[email protected]> --------- Signed-off-by: Ryan Wolf <[email protected]> Signed-off-by: Vinay Raman <[email protected]>

* Add partial image implementation Signed-off-by: Ryan Wolf <[email protected]> * Refactor requirements Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs Signed-off-by: Ryan Wolf <[email protected]> * Change from_map to map_partitions Signed-off-by: Ryan Wolf <[email protected]> * Add super constructor Signed-off-by: Ryan Wolf <[email protected]> * Add kwargs for load_object_on_worker Signed-off-by: Ryan Wolf <[email protected]> * Get proper epoch size Signed-off-by: Ryan Wolf <[email protected]> * Complete embedding creation loop Signed-off-by: Ryan Wolf <[email protected]> * Change devices Signed-off-by: Ryan Wolf <[email protected]> * Add device Signed-off-by: Ryan Wolf <[email protected]> * Refactor embedding creation and add classifier Signed-off-by: Ryan Wolf <[email protected]> * Fix bugs in classifiers Signed-off-by: Ryan Wolf <[email protected]> * Refactor model names Signed-off-by: Ryan Wolf <[email protected]> * Add model name Signed-off-by: Ryan Wolf <[email protected]> * Fix classifier bugs Signed-off-by: Ryan Wolf <[email protected]> * Allow postprocessing for classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix name and add print Signed-off-by: Ryan Wolf <[email protected]> * Fix variable name Signed-off-by: Ryan Wolf <[email protected]> * Add NSFW Signed-off-by: Ryan Wolf <[email protected]> * Update init for import Signed-off-by: Ryan Wolf <[email protected]> * Fix embedding size Signed-off-by: Ryan Wolf <[email protected]> * Add fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Fix missing index Signed-off-by: Ryan Wolf <[email protected]> * Update metdata for fused classifiers Signed-off-by: Ryan Wolf <[email protected]> * Add export to webdataset Signed-off-by: Ryan Wolf <[email protected]> * Fix missing id col Signed-off-by: Ryan Wolf <[email protected]> * Sort embeddings by id Signed-off-by: Ryan Wolf <[email protected]> * Add timm Signed-off-by: Ryan Wolf <[email protected]> * Update init file Signed-off-by: Ryan Wolf <[email protected]> * Add autocast to timm Signed-off-by: Ryan Wolf <[email protected]> * Update requirements and transform Signed-off-by: Ryan Wolf <[email protected]> * Add additional interpolation support Signed-off-by: Ryan Wolf <[email protected]> * Fix transform normalization Signed-off-by: Ryan Wolf <[email protected]> * Remove open_clip Signed-off-by: Ryan Wolf <[email protected]> * Add index path support to wds Signed-off-by: Ryan Wolf <[email protected]> * Address Vibhu's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add import guard for image dataset Signed-off-by: Ryan Wolf <[email protected]> * Change default device Signed-off-by: Ryan Wolf <[email protected]> * Remove commented code Signed-off-by: Ryan Wolf <[email protected]> * Remove device id Signed-off-by: Ryan Wolf <[email protected]> * Fix index issue Signed-off-by: Ryan Wolf <[email protected]> * Add docstrings and standardize variable names Signed-off-by: Ryan Wolf <[email protected]> * Add image curation tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add initial image docs Signed-off-by: Ryan Wolf <[email protected]> * Remove tutorial Signed-off-by: Ryan Wolf <[email protected]> * Add dataset docs Signed-off-by: Ryan Wolf <[email protected]> * Add embedder documentation Signed-off-by: Ryan Wolf <[email protected]> * Revert embedding column name change Signed-off-by: Ryan Wolf <[email protected]> * Update user guide for images Signed-off-by: Ryan Wolf <[email protected]> * Update README Signed-off-by: Ryan Wolf <[email protected]> * Update README with RAPIDS nightly instructions Signed-off-by: Ryan Wolf <[email protected]> * Fix formatting issues in image documentation Signed-off-by: Ryan Wolf <[email protected]> * Remove extra newline in README Signed-off-by: Ryan Wolf <[email protected]> * Address most of Sarah's feedback Signed-off-by: Ryan Wolf <[email protected]> * Add section summary Signed-off-by: Ryan Wolf <[email protected]> * Fix errors and REWORD GPU bullets in README Signed-off-by: Ryan Wolf <[email protected]> * Fix how table of contents displays with new sections Signed-off-by: Ryan Wolf <[email protected]> --------- Signed-off-by: Ryan Wolf <[email protected]> Signed-off-by: Rucha Apte <[email protected]>

ryantwolf added 30 commits August 19, 2024 08:03

Add partial image implementation

2d6ad87

Signed-off-by: Ryan Wolf <[email protected]>

Refactor requirements

4b32c1e

Signed-off-by: Ryan Wolf <[email protected]>

Fix bugs

601bf5c

Signed-off-by: Ryan Wolf <[email protected]>

Change from_map to map_partitions

6c8ecd6

Signed-off-by: Ryan Wolf <[email protected]>

Add super constructor

0856a65

Signed-off-by: Ryan Wolf <[email protected]>

Add kwargs for load_object_on_worker

4dbef42

Signed-off-by: Ryan Wolf <[email protected]>

Get proper epoch size

abb6b13

Signed-off-by: Ryan Wolf <[email protected]>

Complete embedding creation loop

61eb1e3

Signed-off-by: Ryan Wolf <[email protected]>

Change devices

f8d692f

Signed-off-by: Ryan Wolf <[email protected]>

Add device

5752562

Signed-off-by: Ryan Wolf <[email protected]>

Refactor embedding creation and add classifier

4a4b356

Signed-off-by: Ryan Wolf <[email protected]>

Fix bugs in classifiers

bfde960

Signed-off-by: Ryan Wolf <[email protected]>

Refactor model names

e421a36

Signed-off-by: Ryan Wolf <[email protected]>

Add model name

b09892e

Signed-off-by: Ryan Wolf <[email protected]>

Fix classifier bugs

8d43f9a

Signed-off-by: Ryan Wolf <[email protected]>

Allow postprocessing for classifiers

49a21ef

Signed-off-by: Ryan Wolf <[email protected]>

Fix name and add print

edf2905

Signed-off-by: Ryan Wolf <[email protected]>

Fix variable name

eaef49a

Signed-off-by: Ryan Wolf <[email protected]>

Add NSFW

7ba7c34

Signed-off-by: Ryan Wolf <[email protected]>

Update init for import

c1c1b1a

Signed-off-by: Ryan Wolf <[email protected]>

Fix embedding size

88032c8

Signed-off-by: Ryan Wolf <[email protected]>

Add fused classifiers

b4c5cd5

Signed-off-by: Ryan Wolf <[email protected]>

Fix missing index

8d93913

Signed-off-by: Ryan Wolf <[email protected]>

Update metdata for fused classifiers

873b410

Signed-off-by: Ryan Wolf <[email protected]>

Add export to webdataset

c73e292

Signed-off-by: Ryan Wolf <[email protected]>

Fix missing id col

361e0d1

Signed-off-by: Ryan Wolf <[email protected]>

Sort embeddings by id

ce91626

Signed-off-by: Ryan Wolf <[email protected]>

Add timm

d338943

Signed-off-by: Ryan Wolf <[email protected]>

Update init file

fc5fefb

Signed-off-by: Ryan Wolf <[email protected]>

Add autocast to timm

29eb2ba

Signed-off-by: Ryan Wolf <[email protected]>

sarahyurick added the documentation Improvements or additions to documentation label Oct 7, 2024

ryantwolf added 4 commits October 15, 2024 09:51

Revert embedding column name change

e350ab0

Signed-off-by: Ryan Wolf <[email protected]>

Update user guide for images

31dbfde

Signed-off-by: Ryan Wolf <[email protected]>

Update README

30e004a

Signed-off-by: Ryan Wolf <[email protected]>

Update README with RAPIDS nightly instructions

9c81b6e

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf requested review from VibhuJawa, sarahyurick and ayushdg October 18, 2024 20:35

ryantwolf marked this pull request as ready for review October 18, 2024 20:35

ryantwolf added 2 commits October 18, 2024 13:53

Fix formatting issues in image documentation

f9f47ed

Signed-off-by: Ryan Wolf <[email protected]>

Remove extra newline in README

c090ab6

Signed-off-by: Ryan Wolf <[email protected]>

sarahyurick reviewed Oct 21, 2024

View reviewed changes

ryantwolf added 2 commits October 22, 2024 13:13

Address most of Sarah's feedback

e91e70d

Signed-off-by: Ryan Wolf <[email protected]>

Add section summary

9746a66

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf requested a review from sarahyurick October 22, 2024 21:49

sarahyurick requested changes Oct 23, 2024

View reviewed changes

Fix errors and REWORD GPU bullets in README

2a069b6

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf requested a review from sarahyurick October 24, 2024 17:16

Merge branch 'main' into rywolf/image-docs

26479ce

Signed-off-by: Ryan Wolf <[email protected]>

sarahyurick approved these changes Oct 24, 2024

View reviewed changes

Fix how table of contents displays with new sections

34318e7

Signed-off-by: Ryan Wolf <[email protected]>

ryantwolf merged commit 717da18 into main Oct 24, 2024
3 checks passed

ryantwolf deleted the rywolf/image-docs branch October 24, 2024 20:30

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Add image documentation #238

Add image documentation #238

ryantwolf commented Sep 10, 2024 •

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Add image documentation #238

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Description

Usage

Checklist

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ryantwolf commented Sep 10, 2024 •

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