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* Create asr.md

* Create audio_classification.md

* Create document_question_answering.md

* Update document_question_answering.md

* add

* add

* ggg

* gg

* add masked_language_modeling.md

* add monocular_depth estimation

* new

* dd

* add

* add

* cl

* add

* Add Traslation.md

* hgf

* Added docs to Toctree file

* Update docs/source/ja/tasks/asr.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/ja/tasks/asr.md
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* Update docs/source/ja/tasks/image_classification.md
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* Update docs/source/ja/tasks/idefics.md
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* Update docs/source/ja/tasks/image_captioning.md
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* Fix docs and revert changes

* Update docs/source/en/tasks/idefics.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/ja/tasks/language_modeling.md
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* Update docs/source/ja/tasks/language_modeling.md
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* Update docs/source/ja/tasks/language_modeling.md
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* Update docs/source/ja/tasks/prompting.md
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* Update docs/source/ja/tasks/masked_language_modeling.md
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* Update docs/source/ja/tasks/masked_language_modeling.md
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* Update docs/source/ja/tasks/prompting.md
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* Update docs/source/ja/tasks/object_detection.md
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* Update docs/source/ja/tasks/semantic_segmentation.md
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* Update docs/source/ja/tasks/semantic_segmentation.md
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* Update docs/source/ja/tasks/token_classification.md
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* Update docs/source/ja/tasks/translation.md
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* Update docs/source/ja/tasks/visual_question_answering.md
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* Update docs/source/ja/tasks/summarization.md
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* changes in review 1 and 2

* add

* Update docs/source/ja/tasks/asr.md
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* Update docs/source/ja/tasks/translation.md
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* changes

* Update docs/source/ja/_toctree.yml
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* Update docs/source/ja/_toctree.yml
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* Update docs/source/ja/_toctree.yml
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* Update _toctree.yml

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* pull and push updates

* add docs

* fix modeling

* Add and run test

* make copies

* add task

* fix tests and fix small issues

* Checks on a Pull Request

* fix docs

* add desc pvt.md

* First draft

* More improvements

* Convert patch embedding layer

* Convert all weights

* Make conversion work

* Improve conversion script

* Fix style

* Make all tests pass

* Add image processor to auto mapping

* Add swiglu ffn

* Add image processor to conversion script

* Fix conversion of giant model

* Fix documentation

* Fix style

* Fix tests

* Address comments

* Address more comments

* Remove unused arguments

* Remove more arguments

* Rename parameters

* Include mask token

* Address comments

* Add docstring

* Transfer checkpoints

* Empty commit

* Rename index.mdx to index.md

* With saved modifs

* Address review comment

* Treat all files

* .mdx -> .md

* Remove special char

* Update utils/tests_fetcher.py
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

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Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

Update image_classification.mdx

* generated code from add-new-model-like

* Add code for modeling, config, and weight conversion

* add tests for image-classification, update modeling and config

* add code, tests for semantic-segmentation

* make style, make quality, make fix-copies

* make fix-copies

* Update modeling_mobilevitv2.py

fix bugs

* Update _toctree.yml

* update modeling, config

fix bugs

* Edit docs - fix bug MobileViTv2v2 -> MobileViTv2

* Update mobilevitv2.mdx

* update docstrings

* Update configuration_mobilevitv2.py

make style

* Update convert_mlcvnets_to_pytorch.py

remove unused options

* Update convert_mlcvnets_to_pytorch.py

make style

* Add suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* make style, make quality

* Add suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Add suggestions from code review

Remove MobileViTv2ImageProcessor
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* make style

* Add suggestions from code review

Rename MobileViTv2 -> MobileViTV2
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Add suggestions from code review
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* Update modeling_mobilevitv2.py

make style

* Update serialization.mdx

* Update modeling_mobilevitv2.py

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Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Commit the automatically generated code

using add-new-model-like

* Update description at swiftformer.mdx file

* remove autogenerated code for MaskedImageModeling

* update weight conversion scripts

* Update modeling_swiftformer.py

* update configuration_swiftformer.py

* Update test_modeling_swiftformer.py

* update modeling code - remove einops dependency

* Update _toctree.yml

* update modeling code - remove copied from comments

* update docs

* Revert "update docs"

This reverts commit c2e05e2998fe2cd6eaee8b8cc31aca5222bac9fb.

* update docs

* remove unused reference SwiftFormerImageProcessor

* update dependency_versions_table.py

* update swiftformer.mdx

* update swiftformer.mdx

* change model output type - no attentions

* update model org name

* Fix typo

* fix copies

* Update tests/models/swiftformer/test_modeling_swiftformer.py
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* Update src/transformers/models/auto/image_processing_auto.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update src/transformers/models/auto/feature_extraction_auto.py
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* Update docs/source/en/model_doc/swiftformer.mdx
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* Update src/transformers/models/swiftformer/configuration_swiftformer.py
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* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Apply suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Apply suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Apply suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update modeling_swiftformer.py

fix-copies

* make style, make quality, fix-copies

* Apply suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Apply suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* make style
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Add suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Add suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* make fix-copies

* Update modeling_swiftformer.py

* Update modeling_swiftformer.py

* Add suggestions from code review
Co-Authored-By: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

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Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update feature selection

* Check compatibility with datasets version

* Checkout from datasets main

Adds FocalNet by Microsoft to transformers

---------
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: alaradirik <alaradirik@gmail.com>

* Add ConvNeXt V2 to transformers
* TF model is separated from the PR to fix issues

* Add EfficientNet to transformers

* initial commit. added tip placeholders and a script

* removed unused imports, fixed paths

* fixed generated links

* make style

* split language modeling doc into two: causal language modeling and masked language modeling

* added check_task_guides.py to make fix-copies

* review feedback addressed

* Added TF example for image classification

* Code style polishing

* code style polishing

* minor polishing

* fixed a link in a tip, and a typo in the inference TF content

* Apply Amy's suggestions from review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update docs/source/en/tasks/image_classification.mdx
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* review feedback addressed

* make style

* added PushToHubCallback with save_strategy="no"

* minor polishing

* added PushToHubCallback with save_strategy=no

* minor polishing

* Update docs/source/en/tasks/image_classification.mdx

* added data augmentation
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* make style
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update doc example feature extractor -> image processor

* Apply suggestions from code review

* 📝 start adding inference section to task guides

* ✨ make style

* 📝 add multiple choice

* add rest of inference sections

* make style

* add compute_metric, push_to_hub, pipeline

* make style

* add updated sequence and token classification

* make style

* make edits in token classification

* add audio classification

* make style

* add asr

* make style

* add image classification

* make style

* add summarization

* make style

* add translation

* make style

* add multiple choice

* add language modeling

* add qa

* make style

* review and edits

* apply reviews

* make style

* fix call to processor

* apply audio reviews

* update to better asr model

* make style

* Add CLIP image processor

* Crop size as dict too

* Update warning

* Actually use logger this time

* Normalize doesn't change dtype of input

* Add perceiver image processor

* Tidy up

* Add DPT image processor

* Add Vilt image processor

* Tidy up

* Add poolformer image processor

* Tidy up

* Add LayoutLM v2 and v3 imsge processors

* Tidy up

* Add Flava image processor

* Tidy up

* Add deit image processor

* Tidy up

* Add ConvNext image processor

* Tidy up

* Add levit image processor

* Add segformer image processor

* Add in post processing

* Fix up

* Add ImageGPT image processor

* Fixup

* Add mobilevit image processor

* Tidy up

* Add postprocessing

* Fixup

* Add VideoMAE image processor

* Tidy up

* Add ImageGPT image processor

* Fixup

* Add ViT image processor

* Tidy up

* Add beit image processor

* Add mobilevit image processor

* Tidy up

* Add postprocessing

* Fixup

* Fix up

* Fix flava and remove tree module

* Fix image classification pipeline failing tests

* Update feature extractor in trainer scripts

* Update pad_if_smaller to accept tuple and int size

* Update for image segmentation pipeline

* Update src/transformers/models/perceiver/image_processing_perceiver.py
Co-authored-by: Alara Dirik <8944735+alaradirik@users.noreply.github.com>

* Update src/transformers/image_processing_utils.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/beit/image_processing_beit.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* PR comments - docstrings; remove accidentally added resize; var names

* Update docstrings

* Add exception if size is not in the right format

* Fix exception check

* Fix up

* Use shortest_edge in tuple in script
Co-authored-by: Alara Dirik <8944735+alaradirik@users.noreply.github.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Link to the Datasets doc

* Remove unwanted file

* Reorganize doc for multilingual support

* Fix style

* Style

* Toc trees

* Adapt templates

* ✨ refactor code samples with framework-specific blocks

* ✨ update training.mdx

* 🖍 apply feedback

* 🖍 fix links in guides

* 🖍 apply feedback

* 📝 first draft of audio/vision guides

* ✨ make fixup

* 🖍 fix typo

* 🖍 close parentheses

* 🖍 apply feedback

* 🖍 apply feedback, make fixup

* 🖍 more fixup for perceiver

* 🖍 apply feedback

* ✨ make fixup

* 🖍 fix data collator