* model_summary.md - Add link to Harvard's Annotated Transformer.

* model_summary.md - slight wording change + capitalize name of the paper

* model_summary.md - moves the Annotated Transformer link in a praenthesis next to the link to the original paper (great idea, stevhliu!)

* model_summary.md - moves the Annotated Transformer link in a praenthesis next to the link to the original paper (commit pt. 2, accidentally removed "has" in pt. 1)

Fix typo for llava next docs

[SuperPoint] Fix doc example

* Security policy

* Apply suggestions from code review

Co-authored-by: Luc Georges <McPatate@users.noreply.github.com>
Co-authored-by: Michelle Habonneau <83347449+Michellehbn@users.noreply.github.com>

* Update SECURITY.md

Co-authored-by: Diogo Teles Sant'Anna <diogoteles@google.com>

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Co-authored-by: Luc Georges <McPatate@users.noreply.github.com>
Co-authored-by: Michelle Habonneau <83347449+Michellehbn@users.noreply.github.com>
Co-authored-by: Diogo Teles Sant'Anna <diogoteles@google.com>

nit

replaced concatenation to f-strings to improve readability and unify with the rest code

remove unused attrs

* rm input dtype change in CPU

* add warning when use CPU low-precision

* rm useless logging

* correct llava mask

* fix vipllava as wlel

* mask out embedding for padding tokens

* add test

* fix style

* add setter

* fix test on suggestion

* enable amd ci

* remove unnecessary clean up

Fix type hint for train_dataset param of Trainer.__init__() to allow IterableDataset.  Issue 29678 (#29738)

* Fixed typehint for train_dataset param in Trainer.__init__().  Added IterableDataset option.

* make fixup

* update quality check

* make it nice

* update

* let's make sure it runs and we have the logs actually

* update workflow

* nits

* change in-place -> out-of-place

* add tests

* add more tests

* naming consistency

* fix doctest

* forgot min-length processors

* empty

* Revert "fix doctest"

This reverts commit 4772768457f9bc057f1d4d9d67ea94eb7224eb8d.

* revert change in docstring

* Update tests/generation/test_logits_process.py

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

* Update tests/generation/test_logits_process.py

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

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

* prepend "bos" to blip generation

* minor changes

* Update src/transformers/models/blip_2/modeling_blip_2.py

Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update src/transformers/models/instructblip/modeling_instructblip.py

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

* add generation tester mixin

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

* always convert the mask

* rebase and fix copies

feat: add support for torch_dtype

Co-authored-by: Jacky Lee <jackylee328@gmail.com>

* Add deterministic config

* Add note on slowdown

* English fails me again

* Remove deprecations

* Clean

* Cast bfloat16 to float32 for Numpy conversions

* Add test

* path llava-next

* styling

* styling

* update

* update

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Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

fix issue with logit processor in beam search in Flax

Fixes
```
  File "/nix/store/rv8xdwghdad9jv2w86b8g08kan9l6ksm-python3.11-transformers-4.38.2/lib/python3.11/site-packages/transformers/models/auto/configuration_auto.py", line 987, in <module>
    class AutoConfig:
  File "/nix/store/rv8xdwghdad9jv2w86b8g08kan9l6ksm-python3.11-transformers-4.38.2/lib/python3.11/site-packages/transformers/models/auto/configuration_auto.py", line 1011, in AutoConfig
    @replace_list_option_in_docstrings()
     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/nix/store/rv8xdwghdad9jv2w86b8g08kan9l6ksm-python3.11-transformers-4.38.2/lib/python3.11/site-packages/transformers/models/auto/configuration_auto.py", line 966, in docstring_decorator
    lines = docstrings.split("\n")
            ^^^^^^^^^^^^^^^^
AttributeError: 'NoneType' object has no attribute 'split'
```

* Calculating box_bias at the start once, then reusing it at inference

* Updating the compute_box_bias function for backwards compatibility

* Caching compute_box_bias function

* Bux fix

* Update owlv2 accordingly to ensure repo consistency

* Co-authored by: nvbinh15 <binh.pdc01@gmail.com>

* Fixup changes

* Made copied code consistent

* Co-authored by: nvbinh15 <binh.pdc01@gmail.com>

---------

Co-authored-by: Nguyen Van Binh <>
Co-authored-by: Nguyen Van Binh <binh.pdc01@gmail.com>

Update quantization_config.py

Fixed typo for clarity and correctness.

previous: input time
current: input type
// changed time to type to fix the typo

[docs] Remove redundant  and  from custom_tools.md

* attempt to fix

* the actual fix that works with compilation!

* this?

* temporary update

* nit?

* dispatcg to memory efficient?

* update both models that have static cache support

* fix copies fix compile

* make sure fix

* fix cohere and gemma

* fix beams?

* nit

* slipped through the cracks

* nit

* nits

* update

* fix-copies

* skip failing tests

* nits

[`BitsAndBytesConfig`] Warning for unused `kwargs` & safety checkers for `load_in_4bit` and `load_in_8bit` (#29761)

* added safety checkers for load_in_4bit and load_in_8bit on init, as well as their setters

* Update src/transformers/utils/quantization_config.py

typo correction for load_in_8bit setter checks

Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

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Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

update

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Update test reqs

* Clean

* First draft

* Fix tests, add docs

* Improve docstrings

* Fix test

* Address comments

* Address comments

* Remove vocab_size attribute

* Remove batch_size

* Address comment

* Add image processor tests

* Support fx

* Update docstring

* Add support for 34b

* Convert 34b model

* Add integration tests

* Update checkpoints

* Convert vicuna-13b, remove doc tests

* Remove script

* Remove file

* Address comments

* Improve docstrings

* Deprecate vocab_size

* Remove aspect_ratio_setting

* Address comments

* Update READMEs

* Add tips about chat templates

* Fix tests

* Deprecate vocab_size safely

* Update tests

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

* Add correct batched handling for apply_chat_template

* Fix warning method

* Add error for incompatible options

* expand tests

* Add a skip for markuplm

* Add skips for other layout models

* Skip for LayoutLMv2

* Slightly update the warning message

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/tokenization_utils_base.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* typo fix

* Update docstring for conversation kwarg

* Update return docstring

* Remove the warning, improve error message

* Update src/transformers/tokenization_utils_base.py

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

* Update src/transformers/tokenization_utils_base.py

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

* Update tests/test_tokenization_common.py

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

* Update tests/test_tokenization_common.py

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

* Remove return_dict=None

* Fix up some merge cruft

* More merge cruft

* Add another skip

* Add another skip

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Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Initial commit (still lots of unfinished bits)

* (Still untested) add safetensors sharding to save_pretrained

* Fix savetensors saving, update default shard size to match PT

* Add proper loading of TF-format safetensors

* Revert default size in case that changes things

* Fix incorrect index name

* Update loading priority

* Update tests

* Make the tests a little more stringent

* Expand tests

* Add sharded cross-test

* Fix argument name

* One more test fix

* Adding mlx to the list of allowed formats

* Remove irrelevant block for safetensors

* Refactor warning logging into a separate function

* Remove unused skip_logger_warnings arg

* Update src/transformers/modeling_tf_utils.py

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

* Move function def

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

* Update docstring for RMSNorm

* Update cache_params object to correct MambaCache type

* Update docstrings and type info

* Pass through use_cache

* ruff

* Reformat with 119 char limit per line (thanks Arthur)

* Pass through use_cache specifically to the backbone rather than all keyword arguments

* Update src/transformers/models/mamba/modeling_mamba.py

* Update src/transformers/models/mamba/modeling_mamba.py

* Update src/transformers/models/mamba/modeling_mamba.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/models/mamba/modeling_mamba.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update tab

* Update src/transformers/models/mamba/modeling_mamba.py

* Update src/transformers/models/mamba/modeling_mamba.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

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Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

Remove unused code