* Add ImageProcessorFast to BiT processor
* propose a fast processor and add tests
* all tests pass except one
* run make
* remove useless print
* use same test as clip
* apply make
* Update src/transformers/models/bit/image_processing_bit_fast.py
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
* Update setup.py
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
* Update src/transformers/models/bit/image_processing_bit_fast.py
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
* apply review comment
---------
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* support fast image processor layoutlmv3
* make style
* add warning and update test
* make style
* Update src/transformers/models/layoutlmv3/image_processing_layoutlmv3_fast.py
* Update image_processing_auto.py
---------
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* support flava fast image processor
* run style and quality
* update test
* update according to reviews
* make style
* update comment on BICUBIC
* make style
---------
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* add test and fast image processor
* make style
* Update src/transformers/models/perceiver/image_processing_perceiver_fast.py
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>
* make style
---------
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* First pass at speech granite
Add encoder / projector, rename things
* Combine into one model file with causal lm outputs for forward
* Add loss calc
* Fix config loading
Signed-off-by: Alex-Brooks <Alex.brooks@ibm.com>
* Split new / old loading logic
* Use transformers integration for loading peft adapters
* Add generation wrapper for selective lora enablement
* Add note for qformer encoder automodel
* Guard torch/audio imports in feature extractor
* Handle granite speech autoclasses
* Handle optional deps in package structure for granite speech
* Add granite pretrained model def for init
* Add dummy objects for torch/torchaudio
* Add tests for granite speech processor
* Minor formatting fixes and refactoring
* Add options for falling back to config in forward
* Tentative model docstrings for granite speech
* Fix config type
* Remove legacy load
* Allow non-lora variants for granite speech
* Override weight tying for llm
* Use text config instead of llm config
* Add output embeddings getter to fix weight tying
* Fix relative imports
* computing the number of audio features, based on the raw audio sequence.
* collating audio inputs, and keeping the original lengths.
* asserted we have text. otherwise we can't specify the audio special token.
* assering the number of audio-symbols/audios match correctly.
running get validated_audios only when audio is present
* indentation bugfix + supporting different feature lengths when expanding audio.
* redundant, done in _get_validated_text
* adapting the tests:
- we must have text (not either audio or text)
- _get_num_audio_features takes a list of raw lengths, provided it insetad.
* Minor cleanup, remove unused import
* Add more tests for batch feature processing
* Allow setting offset in rel position embeddings
* Add config option for warning if peft is not installed w/ lora
* Port blip2 qformer code into granite speech
* Add sad test for numpy arr processing
* Allow numpy arrays / tuples in granite speech processor
* Fix config type for projector
* - pad instead of creating a zeros tensor, to keep the original dtype/device (support bfloat16)
- cast input_features to the model dtype (support bfloat16)
* merge Blip2QFormerConfig to GraniteSpeechProjectorConfig
* prevent a crash when re-saving/loading the model (line 109)
* consider additional edge cases during preprocessing.
* consider additional edge cases during preprocessing.
* add features mask for batched inference (bugfix)
* Minor refactor, remove multiaudio processor tests
* Add set input/output embeddings for granite speech
* Fix feature dim check in processor test
* Pop input features in embed test for granite speech
* Small fixes for test edge cases
Add granite speech to seq2seq causal lm mapping names
* Add small tests for granite speech model
* Fix data parallelism test
* Standardize model class names
* Fix check for copies
* Fix misaligned init check
* Skip granite speech in checkpoint check
* Use default for tie_word_embeddings in granite speech
* Fix non documentation granite speech repo issues
* Fix comments and docstring checks
* Add placeholder docs for granite speech
* Fix test naming collision
* Code formatting
* Rerun torch dummy obj regen
* Fix save pretrained for granite speech
* Import sorting
* Fix tests typo
* Remove offset hack
* Pass args through encoder config
* Remove unused prune heads from blip2
* removing einsum. replaced with explicit multiplication (relative positional encodings) and sdpa attention.
* remove Sequential from ConformerFeedForward and ConformerConvModule. + fix for sdpa attention
* remove GraniteSpeechConformerScale
* rename to hidden_states
* rename conformer layers to self.layers, remove the first linear from the list to keep the list homogenous.
* move pre-norm to the attention/feedforward blocks (avoid complex module wrapping)
* adding pre_norm into forward
* feature extractor refactoring to resemble how it's done in phi4multimodal.
* rename feature_extractor to audio_processor
* bugfix: input_feature_mask fix to get the exact number tokens.
* Fix pytest decorator in processor test
* Add (disabled) integration tests for granite speech
* Fix handling of optional feature masking
* Loosen validation in processing for vLLM compatability
* Formatting fixes
* Update init structure to mirror llama
* Make granite speech projector generic
* Update test config to reflect generic projector
* Formatting fixes
* Fix typos, add license
* Fix undefined var in input processing
* Cleanup and expose ctc encoder
* Add missing config docstrings
* Better var names, type hints, etc
* Set attn context size in init
* Add max pos emb to encoder config
* Cleanup feature extractor
* Add granite speech architecture details
* Remove granite speech qformer ref
* Add paper link, explicit calc for qkv
* Calculate padding directly in depthwise conv1d init
* Raise value error instead of asserting
* Reorder class defs (classes used at top)
* Precompute relpos distances
* Run formatting
* Pass attention distances through forward
* Apply suggestions from code review
Co-authored-by: eustlb <94853470+eustlb@users.noreply.github.com>
* Add todo for using common batch feature extraction
* Rename audios/features
* Ensure chat template may be provided to processor
* Move granite speech docs to audio models
* Add todos for input proc refactoring
* Fix import order
* Guard torch import
* Use relative imports
* Require torch backend for processor in granite speech
* Add backend guards in feature extractor
---------
Signed-off-by: Alex-Brooks <Alex.brooks@ibm.com>
Co-authored-by: Avihu Dekel <avihu.dekel@ibm.com>
Co-authored-by: eustlb <94853470+eustlb@users.noreply.github.com>
* add classifier head to donut
* add to transformers __init__
* add to auto model
* fix typo
* add loss for image classification
* add checkpoint
* remove no needed import
* reoder import
* format
* consistency
* add test of classifier
* add doc
* try ignore
* update loss for all swin models
* fix tests and some clean up
* make one general test for each modality
* remove redundant merging of kwargs
* edge cases
* dont enforce slow when reloading
* fix gemma3 tests
* has to adapt llama 4 after rebase
* remove also from overriden tests
* should be green now
* initial draft
* make documentation simpler
* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* Update docs/source/en/quantization/selecting.md
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* turn pros and cons into tables
* Apply suggestions from code review
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* add links to each quant method page
* separate calibration vs no calibration methods
* add calibration time estimates
---------
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* add changed
* Revert "add changed"
This reverts commit 0a0166a1fe.
* update with NEW MODEL class called GLM4
* update
* Update glm4.md
* Name
* style
* fix copies
* fixup test
---------
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* Updated documentation for Donut model
* Update docs/source/en/model_doc/donut.md
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* Update docs/source/en/model_doc/donut.md
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* Update docs/source/en/model_doc/donut.md
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* Update docs/source/en/model_doc/donut.md
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* Updated code suggestions
* Update docs/source/en/model_doc/donut.md
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* Updated code suggestion to Align with the AutoModel example
* Update docs/source/en/model_doc/donut.md
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* Updated notes section included code examples
* close hfoption block and indent
---------
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* Update model card for jamba
* Apply the suggestions from code review
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* Apply suggestions from code review-2
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* update model page.
* Apply suggestions from code review
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* Update as per code review.
* Update docs/source/en/model_doc/jamba.md as per code review
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* Update docs/source/en/model_doc/jamba.md as per code review
`
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* update as per code review.
* fixes
---------
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* Improved Model card for Gemma2
* Made changes in gemma2 as suggested
* Made more changes in the doc (adding image, notes, closing hfoptions)
* minor fixes
---------
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* Update Model card for gpt2
* Update link for gpt2 space
* fixes docs based on suggestions
* Add transformers-cli and quantization example for GPT-2
* Remove resources and flash attention docs and fix typos
* feat: edit falcon mamba card
* fix: edit statement on falconmamba arch
* Update docs/source/en/model_doc/falcon_mamba.md
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* Update docs/source/en/model_doc/falcon_mamba.md
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* Update docs/source/en/model_doc/falcon_mamba.md
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* fix: add right indent for tags
* fix: remove notas
---------
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* model card for Mistral
* Update docs/source/en/model_doc/mistral.md
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* Apply suggestions from code review
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* Update docs/source/en/model_doc/mistral.md
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* Update docs/source/en/model_doc/mistral.md
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* Update docs/source/en/model_doc/mistral.md
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* Update docs/source/en/model_doc/mistral.md
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* apply suggestions
* fix typo
* updated with comments
* updated with comments
* updated with comments
* remove hfoption block
---------
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* Update OpenAI GPT model card
* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update OpenAI GPT model card: add usage examples and notes section
* Add API autodoc tags after Notes section for OpenAI GPT model
* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Update docs/source/en/model_doc/openai-gpt.md
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* Added missing badges
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* Updated T5 model card with standardized format
* Updated T5 model card with standardized format, fixed typo
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* Update docs/source/en/model_doc/t5.md
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* Update docs/source/en/model_doc/t5.md
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* Apply reviewer suggestions
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* Updated model card for distilbert
* Updated the distilbert model card
* Updated model card for distilbert
* Updated the distilbert model card
* Addressed code review comments
* Addressed review comments
* fix pipeline
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* Update ELECTRA model card with new format
* Update ELECTRA model card with new format
* Update docs/source/en/model_doc/electra.md
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* Update docs/source/en/model_doc/electra.md
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* Update docs/source/en/model_doc/electra.md
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* close hfoption block
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Co-authored-by: Wun0 <f20191221@hyderabad.bits-pilani.ac.in>
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* Modify Model Card for ModernBERT.
* Update as per code review.
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* Update model card.
* Update model card.
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* Update code_llama.md
aims to handle https://github.com/huggingface/transformers/issues/36979#issuecomment-2758560598
sub part of https://github.com/huggingface/transformers/issues/36979
* Update docs/source/en/model_doc/code_llama.md
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* Update docs/source/en/model_doc/code_llama.md
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* make changes as per code review
* chore: make the function smaller for attention mask visualizer
* chore[docs]: update code_llama.md with some more suggested changes
* Update docs/source/en/model_doc/code_llama.md
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* chore[docs] : Update code_llama.md with indentation changes
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* Update Cohere model card to follow standard template
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* Update docs/source/en/model_doc/cohere.md
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* Update cohere.md
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* feat: updated model card for qwen_2.5_vl
* applied suggested change 1
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* applied suggested change 2
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* applied suggested change 3
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* fix: made requested changes for quantization and notes
* suggeested model card change 4
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* updated model card wiht suggested change 5
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* updated model card wiht suggested change 6
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* updated model card wiht suggested change 7
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* feat: applied requested changes
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update qwen2.md
* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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* Update docs/source/en/model_doc/qwen2.md
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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* feat: updated model card for falcon
* fix:rewrite model description
* fix: add link to conversion script
* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* fix: Add suggested changes
* fix: typo in link for quantization
* Update docs/source/en/model_doc/falcon.md
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* Update docs/source/en/model_doc/falcon.md
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* fix: fix indent and close ticks
* fix: add indent
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* Update clip.md
* Update docs/source/en/model_doc/clip.md
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* Update docs/source/en/model_doc/clip.md
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* Update docs/source/en/model_doc/clip.md
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* Incorporated suggested changes
* Update docs/source/en/model_doc/clip.md
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* Update docs/source/en/model_doc/clip.md
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* Update docs/source/en/model_doc/clip.md
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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Initial commit for Qwen3
* fix and add tests for qwen3 & qwen3_moe
* rename models for tests.
* fix
* fix
* fix and add docs.
* fix model name in docs.
* simplify modular and fix configuration issues
* Fix the red CI: ruff was updated
* revert ruff, version was wrong
* fix qwen3moe.
* fix
* make sure MOE can load
* fix copies
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Co-authored-by: Arthur Zucker <arthur.zucker@gmail.com>
