* apply updates smolVLM (still needs workaround for chat template)
* add other models
* dump qwen omni for now, come back later
* port qwen omni from their impl
* wait, all qwens sample videos in same way!
* clean up
* make smolvlm backwards compatible and fix padding
* dix some tests
* fox smolvlm tests
* more clean up and test fixing
* delete unused arg
* fix
* address comments
* style
* fix test
* chore(pixtral): emit block attention mask when using flash attention
Since flash_attention_2 relies solely on position_ids, emitting the block attention mask avoids unnecessary memory usage and prevents OOM on large inputs.
* remove unnecessary attention_mask assignment
* 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>
* since 1.11.0, torchao.prototype.low_bit_optim is promoted to
torchao.optim
Signed-off-by: YAO Matrix <matrix.yao@intel.com>
* fix review comments
Signed-off-by: YAO Matrix <matrix.yao@intel.com>
---------
Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
* fix: Add method to retrieve image features in PaliGemmaForConditionalGeneration
* feat: Add get_image_features method to multiple models for image feature extraction
* fix: reformat the files with ruff.
* feat: Add methods for packing and retrieving image and video features across multiple models
modified:
- modeling_chameleon.py
- modeling_llava_next.py
- modular_llava_next_video.py
- modeling_qwen2_vl.py
and generate the:
- modeling_llava_next_video.py
- modeling_llava_onevision.py
- modeling_qwen2_5_vl.py
* feat: Implement get_image_features method in Aria, Mistral3, and VipLlava models with updated parameters
* fix: reformatted the code with fix-style
* 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
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* 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
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* 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
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* 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
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.
