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Fix training speed regression introduced by "optimize VRAM for calculating pos_bias in LayoutLM v2, v3 (#26139)" (#30988)

* Revert "optimize VRAM for calculating pos_bias in LayoutLM v2, v3 (#26139)"

This reverts commit a7e0ed82

.

* Instead of reverting commit, wrap indexing in torch.no_grad context

* Apply wrapping in LayoutLMv2

* Add comments explaining reason for no_grad

* Fix code format

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Co-authored-by: Kevin Koehncke <kevin.koehncke@uipath.com>

* add prefix space ignored in llama #29625

* adding test with add_prefix_space=False

* ruff

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Co-authored-by: Ita Zaporozhets <itazaporozhets@Itas-MBP.localdomain>

* fix wandb always uploading initial model

* Update comment.

* Optionally log initial model

* Revert "Optionally log initial model"

This reverts commit 9602cc1fad3feaf218f82a7339a194d3d2fbb946.

* Fix typo in tokenization_nllb.py

Change `adder_tokens_decoder` into `added_tokens_decoder` and improve the warning's readability.

* Fix typo in tokenization_nllb_fast.py

Change `adder_tokens_decoder` into `added_tokens_decoder` and improve the warning's readability.

* Remove deprecated attributes in tokenization_nllb.py

Remove deprecated attributes: `lang_code_to_id`, `fairseq_tokens_to_ids`, `id_to_lang_code`, and `fairseq_ids_to_tokens`

* Remove deprecated attribute in tokenization_nllb_fast.py

Remove deprecated attribute `lang_code_to_id`

* Remove deprecated properties in tokenization_nllb.py

Remove deprecated properties - fix format

* Remove deprecated properties in tokenization_nllb_fast.py

Remove deprecated properties - fix format

* Update test_tokenization_nllb.py

* update test_tokenization_nllb.py

* Update tokenization_nllb.py

* Update test_tokenization_seamless_m4t.py

* Update test_tokenization_seamless_m4t.py

* chore: initial commit

* chore: adding imports and inits

* chore: adding the causal and classification code

* chore: adding names to the layers

* chore: using single self attn layer

* chore: built the model and layers

* chore: start with testing

* chore: docstring change, transpose fix

* fix: rotary embedding

* chore: adding cache implementation

* remove unused torch

* chore: fixing the indexing issue

* make fix-copies

* Use modeling_tf_utils.keras

* make fixup

* chore: fixing tests

* chore: adding past key value logic

* chore: adding multi label classfication test

* fix: switching on the built parameters in the layers

* fixing repo consistency

* ruff formats

* style changes

* fix: tf and pt equivalence

* removing returns from docstrings

* fix docstrings

* fix docstrings

* removing todos

* fix copies

* fix docstring

* fix docstring

* chore: using easier rotate_half

* adding integration tests

* chore: addressing review related to rotary embedding layer

* review changes

* [run-slow] mistral

* skip: test save load after resize token embedding

* style

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Co-authored-by: Matt <rocketknight1@gmail.com>

* fix

* fix

* fix

* fix

* fix

* [run-slow] mpt

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

* Add a check that warmup_setps is either 0 or >= 1

Update training_args.py to add a check that warmup_setps is either 0 or >= 1. Otherwise, raise an error.

* Update src/transformers/training_args.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>

* add xpu check

* add marker

* add documentation

* update doc

* fix ci

* remove from global init

* fix

* Fix accelerate tests

* fix clip

* skip dbrx tests

* fix GPTSan

* fix M2M100Model

* same fix as jamba

* fix mt5

* Fix T5Model

* Fix umt5 model

* fix switch_transformers

* fix whisper

* fix gptsan again

* fix siglip recent test

* skip siglip tests

* wrong place fixed

* Change in quantization docs

* Update overview.md

* Update docs/source/en/quantization/overview.md
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

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Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

add torch.compile dynamic support

* refactor quant docs

* delete file

* rename to overview

* fix

* fix table

* fix

* add content

* fix library versions

* fix table

* fix table

* fix table

* fix table

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* replace to quantization_config

* fix aqlm snippet

* add DLAI courses

* fix

* fix table

* fix bulet points

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* clean-up

* Update src/transformers/cache_utils.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/cache_utils.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/cache_utils.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* fixup

* Update tests/quantization/quanto_integration/test_quanto.py
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Update src/transformers/generation/configuration_utils.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* more suggestions

* mapping if torch available

* run tests & add 'support_quantized' flag

* fix jamba test

* revert, will be fixed by another PR

* codestyle

* HQQ and versatile cache classes

* final update

* typo

* make tests happy

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Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

Bump requests in /examples/research_projects/visual_bert

Bumps [requests](https://github.com/psf/requests) from 2.31.0 to 2.32.2.
- [Release notes](https://github.com/psf/requests/releases)
- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)
- [Commits](https://github.com/psf/requests/compare/v2.31.0...v2.32.2

)

---
updated-dependencies:
- dependency-name: requests
  dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [build-ci-image]

* correct branch

* push ci image

* [build-ci-image]

* update scheduled as well

* [push-ci-image]

* [build-ci-image]

* [push-ci-image]

* update deps

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

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* oups [build-ci-image]

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* updated

* [build-ci-image] update tag

* [build-ci-image]

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* fix tag

* [build-ci-image]

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* [build-ci-image]

* [build-ci-image]

* github name

* commit_title?

* fetch

* update

* it not found

* dev

* dev

* [push-ci-image]

* dev

* dev

* update

* dev

* dev print dev commit message dev

* dev ? dev

* dev

* dev

* dev

* dev

* [build-ci-image]

* [build-ci-image]

* [push-ci-image]

* revert unwanted

* revert convert as well

* no you are not important

* [build-ci-image]

* Update .circleci/config.yml

* pin tf probability dev

* [push-ci-image] skip

* [push-ci-image] test

* [push-ci-image]

* fix

* device

* fiw input to generate in pipeline

* fixup

* pass input_features to generate with assistant

* error if model and assistant with different enc size

* fix

* apply review suggestions

* use self.config.is_encoder_decoder

* pass inputs to generate directly

* add slow tests

* Update src/transformers/generation/utils.py
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update tests/pipelines/test_pipelines_automatic_speech_recognition.py
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update tests/pipelines/test_pipelines_automatic_speech_recognition.py
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update tests/pipelines/test_pipelines_automatic_speech_recognition.py
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update tests/pipelines/test_pipelines_automatic_speech_recognition.py
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update tests/pipelines/test_pipelines_automatic_speech_recognition.py
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* apply review

* Update src/transformers/generation/utils.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update tests/pipelines/test_pipelines_automatic_speech_recognition.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* apply code review

* update attributes encoder_xyz to check

* Update src/transformers/generation/utils.py
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update src/transformers/generation/utils.py
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update src/transformers/generation/utils.py
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* add slow test

* solve conflicts

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Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update with new resizing and pad strategy

* Return pixel mask param

* Update inference in guide

* Fix empty compose

* Update guide

* PaliGemma working causal attention

* Formatting

* Style

* Docstrings + remove commented code

* Update docstring for PaliGemma Config

* PaliGemma - add separator ind to model/labels

* Refactor + docstring paligemma processor method

* Style

* return token type ids when tokenizing labels

* use token type ids when building causal mask

* add token type ids to tester

* remove separator from config

* fix style

* don't ignore separator

* add processor documentation

* simplify tokenization

* fix causal mask

* style

* fix label propagation, revert suffix naming

* fix style

* fix labels tokenization

* [run-slow]paligemma

* add eos if suffixes are present

* [run-slow]paligemma

* [run-slow]paligemma

* add misssing tokens to fast version

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

* fix style

* [run-slow]paligemma

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

fix documentation as suggested by stevhliu
Co-authored-by: Jun <jun@reliant.ai>

* fix

* let's do this way?

* codestyle

* update

* add tests

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

* out_indices always a list

* Update src/transformers/utils/backbone_utils.py

* Update src/transformers/utils/backbone_utils.py

* Move type casting

* nit

* fix slow tests, add bf16 and f16 slow tests

* few fixes

* [run-slow]paligemma

* add gate decorator

* [run-slow]paligemma

* add missing gating

* [run-slow]paligemma

* [run-slow]paligemma

[doc] Add references to the fine-tuning blog and distil-whisper to Whisper doc.

* Fix tests

* fix udop failing test

* remove skip

* style

* update video-llava

* Update docs/source/en/model_doc/video_llava.md
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

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

```yaml
updated-dependencies:
- dependency-name: requests
  dependency-type: direct:production
```
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [build-ci-image]

* correct branch

* push ci image

* [build-ci-image]

* update scheduled as well

* [push-ci-image]

* [build-ci-image]

* [push-ci-image]

* update deps

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* oups [build-ci-image]

* [push-ci-image]

* fix

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* updated

* [build-ci-image] update tag

* [build-ci-image]

* [build-ci-image]

* fix tag

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* [build-ci-image]

* github name

* commit_title?

* fetch

* update

* it not found

* dev

* dev

* [push-ci-image]

* dev

* dev

* update

* dev

* dev print dev commit message dev

* dev ? dev

* dev

* dev

* dev

* dev

* [build-ci-image]

* [build-ci-image]

* [push-ci-image]

* revert unwanted

* revert convert as well

* no you are not important

* [build-ci-image]

* Update .circleci/config.yml

* pin tf probability dev

* update ruff version

* fix research projects

* Empty

* Fix errors

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Co-authored-by: Lysandre <lysandre@huggingface.co>

* Update ignore index

* Update docs

* Update docs

Fix inhomogeneous shape error in example.

* Get slack notifications for docker image build

* Apply suggestions from code review

* Apply suggestions from code review

* benchmark

* update

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