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Update flan-t5.mdx

* fix fp16 loading issue

* add backward compatibility

* better refactor

* better readability

- remove `force_upcast_dtype` as it is used once
- use `inspect`
- add `TODO`

get correct checkpoint

* add japanese translation of template

* fix japanese translation

- fix special cases
- fix typos
- manually translate special cases
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Add script to convert T5X T5 (v1.0 and v1.1) checkpoints to PyTorch

* Remove unnecessary check and update docstring

* Format docstring

* Fix whitespace in docstring

* Supporting `fp16` for asr pipeline

* Adding test.

* Style.

* Oops.

* Flake8 update ?

* Fixing flake8 ?

* Revert "Flake8 update ?"

This reverts commit 0b917fcb520e5f34d1933d9d37d8f32b64553048.

* Style (acctidentally deleted flake8 F401.)

* Move to a bigger test (no small whisper model, and s2t doesn't seem to
accept torch_dtype=fp16).

Also we need to use a GPU to actually compute on fp16.

* Using BatchFeature capability.

poolformer onnx
Co-authored-by: syed <syed.abdul@sandlogic.com>

* fix typo `onnx`

* fix test

* add `get_encoder` and `get_decoder`

* add additional kwargs support

* fix condition

* add better checks

* better checks

* fix embed positions

* better test to consider padding

* fix debug statement

* Apply suggestions from code review
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* add arguments on docstring
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

change strings to f-strings

* fix doctests

* revert unwanted change

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

* add fast not use warning

* update

* fix doc for generation, dinat, nat and prelayernorm

* style

* update

* fix cpies

* use auto config and auto tokenizer
Co-authored-by: sgugger <sylvain.gugger@gmail.com>

* als modify roberta and the depending models
Co-authored-by: sgugger <sylvain.gugger@gmail.com>

* fix_whisper_export

* update input

* update input

* Fix past CI

* Fix past CI
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

Adding `evaluate` to the list of libraries to be installed for every generated notebook in transformers

Adds visual_prompt argument to CLIPSegProcessor to enable image-guided segmentation

* fix past_key_values in GPTNeoXForCausalLM.prepare_inputs_for_generation

* fix formatting

Use config.num_channels in CLIP-like modeling files
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

Update big table
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>

* Fix doc tests

* Use Auto API

* Apply suggestion

* Revert "Apply suggestion"

This reverts commit cd9507a86644b4877c3e4a3d6c2d5919d9272dd7.
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>

* add new model like

* add v1

* v1

* v1

* vision encoder logits match

* v2

* fix

* add docstring

* CI tests pass

* fix tests

* make fixup

* add to `toctree`

* fix processors

* fix processors

* fix doc

* fill title

* add content doc

* remove from tokenization auto

* fix config

* change order

* add `# Copied from`

* few fixes

- add correct license on modeling text
- remove dummy argument

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* replace name

* refactor a bit

* more refactor

* remove unused arg

* make fixup + remove some `# Adapted from ...`

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* more `# Copied from`

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* now `generate` supports no prefix

* remove `FeatureExtractor`

* fix path

* correct dependency

* fix tests

* few fixes

* add integration tests

* add correct conversion script

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* add `blip` to tokenization auto

* fix docstrings

* fix test + add image

* remove processor from uncorrect place

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* clean up a bit

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* clean pixel mask

* clean pixel mask

* fix `F`

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

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fix output

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fix pad token id

* remove `token_type_ids`

* make fixup

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* make fixup

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* add comments

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

* remove `token_type_ids`

* make fixup

* better name

* replace with `image_attention_mask`

* refactor

* make fixup

* better docstring

* replace `answer_xx`

* remove ununsed args

* add `labels`

* add `labels`

* fix processing tests

* make fixup

* make fixup

* put correct repo

* remove `pad`

* remove `crop` and `center_crop`

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

* fix

* remove `size_divisor`

* fix weights `init`

* remove unneeded functions

* add suggestions

* minor changes

- change slow test output for PT 1.13
- docstring order

* replace `feature_extractor` by `image_processor`

* fix doctests

* fix weight init order + add fp16 slow test

* add `blip` to doctest

* add correct repo name and fix test

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

* fix tests

* use `convert_to_rgb` from `image_transforms`

* make fixup

* fix large loading issue
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* embed circle packing chart

* trim whitespace from bottom

* explain bubble sizes

* [S2T, Whisper] Add copied from statements

* rebase and fix-copies

* clarify use_fast parameter

* make style

* remove check frameworks, apply review

* Add support for binary segmentation

* Fix loss calculation and add test

* Remove space

* use fstring
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MBP.localdomain>

remove unused use_cache in config classes
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Fix incorrect import for the base optimizer for AdamWeightDecay

* Fix incorrect import for the base optimizer for AdamWeightDecay

* [mBART] fix erroneous italics in docstring

* fix-copies

Removed unused max_position_embeddings in config classes
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Fix typo

* Update README.md

* Update run_mlm_flax_stream.py

* Update README.md

fix typo output not ouput

typo was causing an error on pytest collection

* Set up overall resources documentation structure

* Update vit.mdx

* Removing irrelevant sections on text models

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* Update vit.mdx

* [clip] fix error message

* sync

Use image_transforms pad

* fix nit

- initialization on `_init_weights`
- fix copies

* add copied from