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Adding SegGPT #27735

Merged
merged 122 commits into from
Feb 26, 2024
Merged

Adding SegGPT #27735

merged 122 commits into from
Feb 26, 2024

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EduardoPach
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@EduardoPach EduardoPach commented Nov 27, 2023

What does this PR do?

This PR adds SegGPT to the transformers library

Fixes #27514

TO-DOs

  • Finish Implementation
  • Write conversion script
  • Finish ImageProcessor
  • Make all tests green

@EduardoPach
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@NielsRogge just pinging you here

@EduardoPach EduardoPach changed the title (WIP) Adding SegGPT Adding SegGPT Dec 8, 2023
@EduardoPach
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Hey @NielsRogge, could you take a look at the PR? Code quality is failing, but is unrelated and the documentation tests I don't know what is going on because it's failing on an example that it's not even in the modeling_seggpt.py

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@amyeroberts amyeroberts left a comment

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Awesome work! Thanks for all the work adding and iterating on this

Just some tiny nits. Please do not just mark comments as resolved when they are not - if you don't think the suggestion should be applied then comment with why on the comment before marking.

Main thing left to do is update all the checkpoints and make sure all the model tests (incl slow) pass with these checkpoints. Once that's all done it'll be ready to merge :)

docs/source/en/model_doc/seggpt.md Show resolved Hide resolved
]


def patchify(tensor: torch.Tensor, patch_size: int) -> torch.Tensor:
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Still not resolved! These should go just above the SegGptLoss definition

src/transformers/models/seggpt/modeling_seggpt.py Outdated Show resolved Hide resolved
@EduardoPach
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Awesome work! Thanks for all the work adding and iterating on this

Just some tiny nits. Please do not just mark comments as resolved when they are not - if you don't think the suggestion should be applied then comment with why on the comment before marking.

Main thing left to do is update all the checkpoints and make sure all the model tests (incl slow) pass with these checkpoints. Once that's all done it'll be ready to merge :)

@amyeroberts what do you mean by updating the checkpoints? Move to the appropriate org or re-upload them (it's just one) with the conversion script.

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@EduardoPach The checkpoints should be uploaded under the correct org - @NielsRogge can help you with that. Then all the checkpoint references in this PR need to be updated to point to the right location

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@EduardoPach The checkpoints should be uploaded under the correct org - @NielsRogge can help you with that. Then all the checkpoint references in this PR need to be updated to point to the right location

Hey @amyeroberts checkpoints were moved and tests are green

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Thanks for all the work adding this model - great addition! 💪

@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

@amyeroberts amyeroberts merged commit 3fcfbe7 into huggingface:main Feb 26, 2024
23 checks passed
itazap pushed a commit that referenced this pull request May 14, 2024
* First commit

* Improvements

* More improvements

* Converted original checkpoint to HF checkpoint

* Fix style

* Fixed forward

* More improvements

* More improvements

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: NielsRogge <[email protected]>

* Remove asserts

* Remove unnecessary attributes

* Changed model name to camel case

* Improve forward doc

* Improve tests

* More improvements

* Fix copies

* Fix doc

* Make SegGptImageProcessor more flexible

* Added few-shot test

* Fix style

* Update READMEs and docs

* Update READMEs

* Make inputs required

* Add SegGptForImageSegmentation

* Make tests pass

* Rename to out_indicies

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: NielsRogge <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: NielsRogge <[email protected]>

* Fixed naming convention

* Copying SegGptMlp from modeling_sam.py

* Some minor improvements

* Remove mlp_ratio

* Fix docstrings

* Fixed docstring match

* Objects defined before use

* Storing only patch_size and beta for SegGptLoss

* removed _prepare_inputs method

* Removed modified from headers

* Renamed to output_indicies

* Removed unnecessary einsums

* Update tests/models/seggpt/test_modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update tests/models/seggpt/test_modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update tests/models/seggpt/test_modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Fixing issues

* Raise error as soon as possible

* More fixes

* Fix merge

* Added palette to SegGptImageProcessor

* Fixed typo

* Fixed shape typo

* Added permute before doing palette to class mapping

* Fixed style

* Fixed and added tests

* Fixed docstrings

* Matching SegFormer API for post_processing_semantic_segmentation

* Fixed copies

* Fixed SegGptImageProcessor to handle both binary and RGB masks

* Updated docstrings of SegGptImageProcessor

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update docs/source/en/model_doc/seggpt.md

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/configuration_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/convert_seggpt_to_hf.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update tests/models/seggpt/test_image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update tests/models/seggpt/test_modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Object definitions above & fix style

* Renamed output_indices to intermediate_feature_indices

* Removed unnecessary check on bool_masked_pos

* Loss first in the outputs

* Added validation for do_normalize

* Improved SegGptImageProcessor and added new tests

* Added comment

* Added docstrings to SegGptLoss

* Reimplemented ensemble condition logic in SegGptEncoder

* Update src/transformers/models/seggpt/__init__.py

Co-authored-by: NielsRogge <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: NielsRogge <[email protected]>

* Update src/transformers/models/seggpt/convert_seggpt_to_hf.py

Co-authored-by: NielsRogge <[email protected]>

* Update src/transformers/models/seggpt/configuration_seggpt.py

Co-authored-by: NielsRogge <[email protected]>

* Updated docstrings to use post_process_semantic_segmentation

* Fixed typo on docstrings

* moved pixel values test to test_image_processing_seggpt

* Addressed comments

* Update src/transformers/models/seggpt/configuration_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/image_processing_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/configuration_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* Updated docstrings for SegGptLoss

* Address comments

* Added SegGpt example to model docs

* Update src/transformers/models/seggpt/modeling_seggpt.py

Co-authored-by: amyeroberts <[email protected]>

* moved patchify and unpatchify

* Rename checkpoint

* Renamed intermediate_features to intermediate_hidden_states for consistency

* Update src/transformers/models/seggpt/configuration_seggpt.py

Co-authored-by: NielsRogge <[email protected]>

* Replaced post_process_masks for post_process_semantic_segmentation in the docs

---------

Co-authored-by: NielsRogge <[email protected]>
Co-authored-by: Niels <[email protected]>
Co-authored-by: Eduardo Pacheco <[email protected]>
Co-authored-by: amyeroberts <[email protected]>
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Add new Model - SegGPT: Segmenting Everything In Context
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