* Updated Albert model Card
* Update docs/source/en/model_doc/albert.md
added the quotes in <hfoption id="Pipeline">
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/albert.md
updated checkpoints
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* Update docs/source/en/model_doc/albert.md
changed !Tips description
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* Update docs/source/en/model_doc/albert.md
updated text
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* Update docs/source/en/model_doc/albert.md
updated transformer-cli implementation
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/albert.md
changed text
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* Update docs/source/en/model_doc/albert.md
removed repeated description
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update albert.md
removed lines
* Update albert.md
updated pipeline code
* Update albert.md
updated auto model code, removed quantization as model size is not large, removed the attention visualizer part
* Update docs/source/en/model_doc/albert.md
updated notes
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update albert.md
reduced a repeating point in notes
* Update docs/source/en/model_doc/albert.md
updated transformer-CLI
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/albert.md
removed extra notes
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* adding model and conversion scripts
* add imports to test vjepa conversion
* fix imports and make conversion work
* fix computation for short side
* replace attention with library attention function
* cleanup more attention classes
* remove config overrides
* add test cases, fix some of the failing ones
* fix the model outputs
* fix outputs of the model per review
* fix too big model test case
* fix styling __init__.py
* fix initialization test
* remove all asserts per review
* update sorting unsorting logic as per feedback
* remove is_video per review
* remove another is_video segment
* remove unwanted stuff
* small fixes
* add docstrings for the model
* revert adding vjepa2 config here
* update styling
* add config docstrings (wip)
* fix dpr issue
* removed test failing issues
* update styles
* merge predictor configs into main config
* remove processing code, add video processor
* remove permute which is not necessary now
* fix styles
* updated vjepa2 to be in video_processing_auto
* update comment for preprocessing
* test integration test and fix the outputs
* update test values, change test to look at repeated frames for a given image
* add a simple video processing test
* refactoring pixel_values_videos and upload ckpts to original
* fix torch_fx test cases
* remove unused config
* add all config docstrings
* add more integration tests
* add basic doc
* revert unwanted styling changes
* working make fixup
* Fix model_type in config
* Add ForVideoClassification model
* update attention implementation to fit new hf standards
* fix the preprocessing logic, ensure it matches the original model
* remove use_rope logic, cleanup
* fix docstrings
* Further cleanup, update doc
* Fix model prefix
* fix get_vision_features
* VJEPA2Embeddings style refactor
* nit, style comment
* change modules default values
* Only `str` activation in config
* GradientCheckpointingLayer
* fixup
* fix conversion script
* Remove return_dict
* remove None return typehint
* Refactor VJEPA2Layer, remove use_SiLU
* Fix fx tests
* dpr -> drop_path_rates
* move *ModelOutput on top
* format docs bit
* update docs
* update docs
* update doc example
* remove prune_heads from model
* remove unused config params
* refactor embed signature
* Add vjepa to docs
* Fix config docstring
* attention head
* update defaults
* Update docs/source/en/model_doc/vjepa2.md
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
* Update docs/source/en/model_doc/vjepa2.md
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
* Fix import
* Min refactoring
* Update HUB_SOURCE and HUB_REPO in conversion script
* Add missing headers
* VJEPA -> V-JEPA in docs
* Add image to doc
* fix style
* fix init weights
* change checkpoint name in modeling tests
* Initial cls head setup
* remove rop attention from head (not needed)
* remove swigluffn - not needed
* Add siglip layer
* Replace with siglip layer
* Rename Siglip - VJEPA2
* remove unused modules
* remove siglip mlp
* nit
* remove MLP
* Refactor head cross attention
* refactor VJEPA2HeadCrossAttentionLayer
* nit renaming
* fixup
* remove commented code
* Add cls head params to config
* depth from config
* move pooler + classifier to the model
* Update for cls model signature
* move layers, rename a bit
* fix docs
* update weights init
* remove typehint for init
* add to auto-mapping
* enable tests
* Add conversion script
* fixup
* add to docs
* fix docs
* nit
* refactor for mapping
* clean
* Add integration test
* Fixing multi gpu test
* update not-split-modules
* update video cls test tolerance
* Increase test_inference_image tolerance
* Update no-split modules for multi gpu
* Apply suggestions from code review
* fixing multi-gpu
* fix docstring
* Add cls snippet to docs
* Update checkpoint
* Simplify and update trl examples
* Remove optim_args from SFTConfig in Trainer documentation
* Update docs/source/en/trainer.md
* Apply suggestions from code review
* Update docs/source/en/trainer.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
---------
Co-authored-by: Quentin Gallouédec <qgallouedec@Quentins-MacBook-Pro.local>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* update docs with new info
* Update docs/source/en/kv_cache.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Moved the sources to the right
* small Changes
* Some Changes to moonshine
* Added the install to pipline
* updated the monshine model card
* Update docs/source/en/model_doc/moonshine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/moonshine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/moonshine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/moonshine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/moonshine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Updated Documentation According to changes
* Fixed the model with the commits
* Update moonshine.md
* Update moshi.md
---------
Co-authored-by: Your Name <sohamprabhu@Mac.fios-router.home>
Co-authored-by: Your Name <sohamprabhu@Sohams-MacBook-Air.local>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* remove it from all py files
* remove it from the doc
* remove it from examples
* style
* remove traces of _fast_init
* Update test_peft_integration.py
* CIs
* Update Pegasus model card
* Fix transformers-cli command
* Update code examples to use bfloat16
* Reverted code examples to use float16
* Fix typo, update checkpoints link
* Update str formatting in code examples
* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Fix typo
* Remove inaccurate badges
* Revert badge removal
* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Include cache_implementation argument in quantization example
---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* adding model and conversion scripts
* add imports to test vjepa conversion
* fix imports and make conversion work
* fix computation for short side
* replace attention with library attention function
* cleanup more attention classes
* remove config overrides
* add test cases, fix some of the failing ones
* fix the model outputs
* fix outputs of the model per review
* fix too big model test case
* fix styling __init__.py
* fix initialization test
* remove all asserts per review
* update sorting unsorting logic as per feedback
* remove is_video per review
* remove another is_video segment
* remove unwanted stuff
* small fixes
* add docstrings for the model
* revert adding vjepa2 config here
* update styling
* add config docstrings (wip)
* fix dpr issue
* removed test failing issues
* update styles
* merge predictor configs into main config
* remove processing code, add video processor
* remove permute which is not necessary now
* fix styles
* updated vjepa2 to be in video_processing_auto
* update comment for preprocessing
* test integration test and fix the outputs
* update test values, change test to look at repeated frames for a given image
* add a simple video processing test
* refactoring pixel_values_videos and upload ckpts to original
* fix torch_fx test cases
* remove unused config
* add all config docstrings
* add more integration tests
* add basic doc
* revert unwanted styling changes
* working make fixup
* Fix model_type in config
* update attention implementation to fit new hf standards
* fix the preprocessing logic, ensure it matches the original model
* remove use_rope logic, cleanup
* fix docstrings
* Further cleanup, update doc
* Fix model prefix
* fix get_vision_features
* VJEPA2Embeddings style refactor
* nit, style comment
* change modules default values
* Only `str` activation in config
* GradientCheckpointingLayer
* fixup
* fix conversion script
* Remove return_dict
* remove None return typehint
* Refactor VJEPA2Layer, remove use_SiLU
* Fix fx tests
* dpr -> drop_path_rates
* move *ModelOutput on top
* format docs bit
* update docs
* update docs
* update doc example
* remove prune_heads from model
* remove unused config params
* refactor embed signature
* Add vjepa to docs
* Fix config docstring
* update defaults
* Update docs/source/en/model_doc/vjepa2.md
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
* Update docs/source/en/model_doc/vjepa2.md
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
* Fix import
* Min refactoring
* Update HUB_SOURCE and HUB_REPO in conversion script
* Add missing headers
* VJEPA -> V-JEPA in docs
* Add image to doc
* fix style
* fix init weights
* change checkpoint name in modeling tests
---------
Co-authored-by: Koustuv Sinha <koustuv.sinha@mail.mcgill.ca>
Co-authored-by: yonigozlan <yoni.gozlan@huggingface.co>
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
Co-authored-by: Koustuv Sinha <koustuvsinha@gmail.com>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
* Updated BERTweet model card.
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* updated toctree (EN).
* Updated BERTweet model card.
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* updated toctree (EN).
* Updated BERTweet model card.
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* updated toctree (EN).
* Commit for new_gpt_model_card.
* Update docs/source/en/model_doc/gpt_neo.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* commit for new canine model card.
* Update docs/source/en/model_doc/canine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/canine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/canine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/canine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/canine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/canine.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* implemented suggestion by @stevhliu.
* Update canine.md
---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Created model card for xlm-roberta-xl
* Update XLM-RoBERTa-XL model card with improved descriptions and usage examples
* Minor option labeling fix
* Added MaskedLM version of XLM RoBERTa XL to model card
* Added quantization example for XLM RoBERTa XL model card
* minor fixes to xlm roberta xl model card
* Minor fixes to mask format in xlm roberta xl model card
* Update XLM-RoBERTa model documentation with enhanced usage examples and improved layout
* Added CLI command example and quantization example for XLM RoBERTa model card.
* Minor change to transformers CLI and quantization example for XLM roberta model card
* Created model card for XLM model
* Revised model card structure and content of XLM model
* Update XLM model documentation with improved examples and code snippets for predicting <mask> tokens using Pipeline and AutoModel.
* add note on sigopt
* update
* Update docs/source/en/hpo_train.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Fix typo in LLaVa documentation
In exactly one section, LlavaImageProcessor was spelt wrongly as LLavaImageProcessor, which throws off copy-pasting the section.
* Fix LlavaImageProcessor url to make it valid (and copypaste-able)
Earlier, the URL contained the entire HF prefix. This commit removes that to ensure that the code block can be copied and run as is.
* added fast image processor for ZoeDepth and expanded tests accordingly
* added fast image processor for ZoeDepth and expanded tests accordingly, hopefully fixed repo consistency issue too now
* final edits for zoedept fast image processor
* final minor edit for zoedepth fast imate procesor
* Updated BERTweet model card.
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* updated toctree (EN).
* Updated BERTweet model card.
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* updated toctree (EN).
* Updated BERTweet model card.
* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
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* Update docs/source/en/model_doc/bertweet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* updated toctree (EN).
* Commit for new_gpt_model_card.
* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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* Update docs/source/en/model_doc/gpt_neo.md
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---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* feat: add colqwen2 (wip)
* tests: fix test_attention_outputs
* tests: reduce hidden size to accelerate tests
* tests: fix `test_attention_outputs` 🥳
* fix: fix wrong parent class for `ColQwen2ForRetrievalOutput`
* fix: minor typing and style changes
* chore: run `make style`
* feat: remove redundant `max_num_visual_tokens` attribute in `ColQwen2Processor`
* tests: tweak comments
* style: apply ruff formatter
* feat: move default values for `visual_prompt_prefix` and `query_prefix`
* docs: update ColQwen2 model card
* docs: tweak model cards
* docs: add required example config checkpoint
* tests: update expected scores in integration test
* docs: tweak quickstart snippets
* fix: address PR comments
* tests: fix colqwen2 tests + tweak comment in colpali test
* tests: unskip useful tests
* fix: fix bug when `visual_prompt_prefix` or `query_prefix` is an empty string
* fix: fix ColPali outputs when `return_dict == False`
* fix: fix issue with PaliGemma output not being a dict
* docs: set default dtype to bfloat16 in quickstart snippets
* fix: fix error when `return_dict=False` in ColPali and ColQwen2
* tests: fix special tokens not being replaced in input_ids
* style: fix lint
* fix: `ColQwen2Processor`'s `padding_side` is now set from `processor_config.json`
* fix: remove unused `padding_side` in ColQwen2 model
* docs: update ColQwen2's model doc
* fix: fix harcoded vlm backbone class in ColQwen2Config
* fix: remove `padding_side` from ColQwen2Processor as should fed from kwargs
* docs: fix typo in model docstring
* docs: add illuin mention in model docs
* fix: let `padding_size` be handled by `tokenizer_config.json`
* docs: add colpali reference url in colqwen2's model doc
* docs: add Hf mention in model docs
* docs: add late interaction mention in model docs
* docs: tweak colqwen2 model doc
* docs: update reference checkpoint for ColPali to v1.3
* docs: simplify quickstart snippets
* docs: remove redundant `.eval()`
* refactor: use `can_return_tuple` decorator for ColPali and ColQwen2
* docs: fix copyright date
* docs: add missing copyright in tests
* fix: raise error when `initializer_range` is not in config
* docs: remove redundant `.eval()` in colpali doc
* fix: fix `get_text_config` now that Qwen2VL has a proper `text_config` attribute
See https://github.com/huggingface/transformers/pull/37268 for details about changes in Qwen2VL's config.
* fix: add missing `initializer_range` attribute in `ColQwen2Config`
* fix: use `get_text_config` in `resize_token_embeddings`
* update colwen2 with auto_docstring
* docs: fix wrong copyright year
* chore: remove `raise` as `initializer_range` has a default value in `ColQwen2Config`
* refactor: merge `inner_forward` into `forward`
* Refactor colqwen2 after refactoring of qwen2VL, use modular for modeling code
* protect torch import in modular to protect in processing
* protect torch import in modular to protect in processing
* tests: fix hf model path in ColQwen2 integration test
* docs: clarify `attn_implementation` and add comments
* docs: add fallback snippet for using offline PIL dummy images
* docs: temporarily revert attn_implementation to `None` while sdpa is not fixed
* docs: tweaks in colpali/colqwen2 quick start snippets
* fix: add missing flags to enable SDPA/Flex Attention in ColQwen2 model
* fix: add missing changes in modular file
* fix modeling tests
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* squash commits
* rename gpu
* rename accelerator
* change _toctree.yml
* Apply suggestions from code review
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* Update vit_mae.md
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* Update docs/source/en/model_doc/vit_mae.md
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* Update model_doc/vit_mae.md
* fix
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* Updated the Model docs - for the ALIGN model
* Update docs/source/en/model_doc/align.md
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* Update docs/source/en/model_doc/align.md
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* Updated align.md
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* Update docs/source/en/model_doc/align.md
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* Update align.md
* fix
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* Updated OLMo2 model card
* added command line
* Add suggestions
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* Added suggestions
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* Indented code block as per suggestions
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* Update granite.md
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* Update docs/source/en/model_doc/granite.md
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* update granite.md
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* minor fixes
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* Modified BART documentation wrt to issue #36979.
* Modified BART documentation wrt to issue #36979.
* fixed a typo.
* Update docs/source/en/model_doc/bart.md
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* Update docs/source/en/model_doc/bart.md
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* blank commit.
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