GitLab

* docs: ko: tasks/images_feature_extraction.md

* feat: nmt draft

* fix: manual edits

* fix: manual edits

* fix: manual edits

* fix: manual edits

* feat: manual edits

* Update docs/source/ko/tasks/image_feature_extraction.md
Co-authored-by: Jihun Lim <31366038+heuristicwave@users.noreply.github.com>

* Update docs/source/ko/tasks/image_feature_extraction.md
Co-authored-by: Jihun Lim <31366038+heuristicwave@users.noreply.github.com>

* fix: manual edits

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Co-authored-by: Jihun Lim <31366038+heuristicwave@users.noreply.github.com>

* docs: ko: quantization/quanto.md

* feat: nmt draft

* fix: resolve suggestions
Co-authored-by: SeungYoun Lee <84276596+win2dvp21@users.noreply.github.com>
Co-authored-by: Minki Kim <100768622+1kmmk1@users.noreply.github.com>
Co-authored-by: 김준재 <55151385+junejae@users.noreply.github.com>

* fix: resolve suggestions
Co-authored-by: SeungYoun Lee <84276596+win2dvp21@users.noreply.github.com>

---------
Co-authored-by: SeungYoun Lee <84276596+win2dvp21@users.noreply.github.com>
Co-authored-by: Minki Kim <100768622+1kmmk1@users.noreply.github.com>
Co-authored-by: 김준재 <55151385+junejae@users.noreply.github.com>

* docs: ko: tasks/prompting.md

* feat: nmt-draft

* fix: update translation in prompting.md

* fix: update toctree.yml

* fix: manual edits

* fix: toctree edits

* fix: resolve suggestions
Co-authored-by: boyunJang <gobook1234@naver.com>
Co-authored-by: Harheem Kim <49297157+harheem@users.noreply.github.com>
Co-authored-by: timdalxx <48753785+jeongiin@users.noreply.github.com>

---------
Co-authored-by: boyunJang <gobook1234@naver.com>
Co-authored-by: Harheem Kim <49297157+harheem@users.noreply.github.com>
Co-authored-by: timdalxx <48753785+jeongiin@users.noreply.github.com>

* fix: manual edits

* fix: manual edits2

* fix: delete files

* fix: resolve suggestions
Co-authored-by: Sungmin Oh <fabxoe.kor@gmail.com>
Co-authored-by: SeungYoun Lee <84276596+win2dvp21@users.noreply.github.com>
Co-authored-by: 김준재 <55151385+junejae@users.noreply.github.com>

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

---------
Co-authored-by: Sungmin Oh <fabxoe.kor@gmail.com>
Co-authored-by: SeungYoun Lee <84276596+win2dvp21@users.noreply.github.com>
Co-authored-by: 김준재 <55151385+junejae@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* logits

* words

* Allow optional use of grammars to constrain generation

* gemma2 fallback to dynamic cache

* Update src/transformers/models/gemma2/modeling_gemma2.py
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update src/transformers/models/gemma2/modeling_gemma2.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* raise error and dont fallback to dynamic cache

* prev will break most forward calls/tests

* Update src/transformers/models/gemma2/modeling_gemma2.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* update

* fix copies

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

* docs: ko: tasks/image_to_image.md

* feat: nmt draft

* fix: manual edits

* fix: resolve suggestions
Co-authored-by: Jihun Lim <31366038+heuristicwave@users.noreply.github.com>
Co-authored-by: Jiwook Han <33192762+mreraser@users.noreply.github.com>

* fix: handle remaining suggestions
Co-authored-by: Jiwook Han <33192762+mreraser@users.noreply.github.com>

---------
Co-authored-by: Jihun Lim <31366038+heuristicwave@users.noreply.github.com>
Co-authored-by: Jiwook Han <33192762+mreraser@users.noreply.github.com>

* docs: ko: tasks/idefics.md

* feat: nmt draft

* fix: manual edits

* fix: resolve suggestions
Co-authored-by: Chaewon Song <chaewon1019@ewhain.net>
Co-authored-by: Harheem Kim <49297157+harheem@users.noreply.github.com>
Co-authored-by: timdalxx <48753785+jeongiin@users.noreply.github.com>

---------
Co-authored-by: Chaewon Song <chaewon1019@ewhain.net>
Co-authored-by: Harheem Kim <49297157+harheem@users.noreply.github.com>
Co-authored-by: timdalxx <48753785+jeongiin@users.noreply.github.com>

* docs: ko: tasks/mask_generation.md

* feat: nmt draft

* fix : toc local

* fix : manual edits

* fix : ko-toctree

* fix: resolve suggestions
Co-authored-by: boyunJang <gobook1234@naver.com>
Co-authored-by: Chaewon Song <chaewon1019@ewhain.net>

* fix: resolve suggestions
Co-authored-by: boyunJang <gobook1234@naver.com>
Co-authored-by: Chaewon Song <chaewon1019@ewhain.net>

* fix: resolve suggestions

* fix: resolve suggestions

* fix: resolve suggestions

---------
Co-authored-by: boyunJang <gobook1234@naver.com>
Co-authored-by: Chaewon Song <chaewon1019@ewhain.net>

Update nllb.md

* add new model like

* draft cuda forward - mismatched keys (sharding on conv1)

* match keys successfully

* fix split

* get generation/forward running (wrong gens, norm?)

* :update

* some refactoring

* fixes

* works up until copy to cache

* fix

* update

* NON WORKING VERSION

* version that work?

* nit

* fix config

* fix conversion script

* working cuda forward

* nit

* update

* simplifcation

* make mamba slow simple work

* no einops

* todo

* fix style

* no einops

* update fix no einsum

* nit

* remove einops

* bug: scan_output differs strongly

* add rms norm option

* fix fast + slow generation with and w/o cache ✔



* draft integration tests

* remove a big chunk of the einsum

* fix slow, fast generations, without any einsum

* fix copies

* fix structure

* fix up modeling and tests

* fix tests

* clamping is indeed worse

* recover mamba2 cache test

* fix copies

* no cache position (yet)

* fix tf tests

* fix matmul for generate

* fixup

* skip cache tests for now

* [run-slow]mamba2

* tune out hidden states for padding

* test batched generation

* propagate attention mask changes

* fix past length

* fix integration test

* style

* address comments

* update readme

* add mamba2 version check

* fix tests

* [run-slow]mamba2

* skip edge tests

* [run-slow]mamba2

* last fixup

* [run-slow]mamba2

* update README

---------
Co-authored-by: Arthur Zucker <arthur.zucker@gmail.com>

* Add nemotron support

* fix inference

* add unit test

* add layernorm1p as a class to avoid meta device mismatch

* test fixed

* Add copied_from statements

* remove pretraining_tp args

* remove nemotronlayernorm

* force LN computation done in FP32

* remove nemotrontokenizer and use llamatokenizer

* license update

* add option for kv_channels for minitron8b

* remove assert

* o_proj fixed

* o_proj reshape

* add gated_proj option

* typo

* remove todos

* fix broken test after merging latest main

* remove nezha/nat after meging main

* chnage default config to 15b model

* add nemo conversion script

* rename conversion script

* remove gate_proj option

* pr comment resolved

* fix unit test

* rename kv_channels to head_dim

* resolve PR issue

* add nemotron md

* fix broken tests

* refactor rope for nemotron

* test fix

* remove linearscaling

* whitespace and import

* fix some copied-from

* code style fix

* reformatted

* add position_embedding to nemotronattention

* rope refactor to only use config, copied-from fix

* format

* Run make fix-copies

* nemotron md with autodoc

* doc  fix

* fix order

* pass check_config_docstrings.py

* fix config_attributes

* remove all llama BC related code

* Use PreTrainedTokenizerFast

* ruff check examples

* conversion script update

* add nemotron to toctree

* draft

* updates

* works?

* try adding python example in hidden section

* another try

* hwo do i render python

* format as html code?

* Update docs/source/en/kv_cache.md
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update docs/source/en/kv_cache.md
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update docs/source/en/kv_cache.md
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update docs/source/en/kv_cache.md
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* Update docs/source/en/kv_cache.md
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* one more small update

* should render hidden secrtion now

* add outputs

* fix links

* check links

* update all links

* update with offloaded cache

* all cache is importable, so they appear in docs

* fix copies

* docstring...

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

nits

* Initial implementation of OffloadedCache

* enable usage via cache_implementation

* Address feedback, add tests, remove legacy methods.

* Remove flash-attn, discover synchronization bugs, fix bugs

* Prevent usage in CPU only mode

* Add a section about offloaded KV cache to the docs

* Fix typos in docs

* Clarifications and better explanation of streams

* [whisper] compile compatibility with long-form decoding

* clarify comment

* fix after rebase

* finalise

* fix bsz

* fix cache split

* remove contiguous

* style

* finish

* update doc

* prevent cuda graph trace

* doc formatting nits

* ignore non-autodocs

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

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

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

* make fixup

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

Docs: fix GaLore optimizer example

Fix incorrect usage of GaLore optimizer in Transformers trainer code example.

The GaLore optimizer uses low-rank gradient updates to reduce memory usage. GaLore is quite popular and is implemented by the authors in [https://github.com/jiaweizzhao/GaLore](https://github.com/jiaweizzhao/GaLore). A few months ago GaLore was added to the HuggingFace Transformers library in https://github.com/huggingface/transformers/pull/29588.

Documentation of the Trainer module includes a few code examples of how to use GaLore. However, the `optim_targe_modules` argument to the `TrainingArguments` function is incorrect, as discussed in https://github.com/huggingface/transformers/pull/29588#issuecomment-2006289512. This pull request fixes this issue.

* Add stream_to_gradio method for running agent in gradio demo

* mvp

* added test (a few models need fixes)

* fix a few test cases

* test nits

* harder test 😈

* revert changes in stablelm

* test with improved condition

* add todo

* tmp commit

* merged with main

* nits

* add todo

* final corrections

* add docs for generation compilation

* docs nits

* add  tip

* PR suggestions

* add more details to the compilation docs

* fix cache positions

* cache is now init in generate; update docs

* tag test as flaky

* docs

* post rebase make fixup and other nits

* remove unintended changes

* whisper (encoder-decoder) not supported

* move token default updates to ; add tests for token defaults

* push changes

* manual rebase

* chameleon doesn't support this

* fix test_static_cache_mha_mqa_gqa (broken in another PR)

* docs: dynamic is better with end-to-end compilation

Fixed a link in docs.

Fix code snippet for grounding-dino

* translate philosophy.md to chinese

* add the missing link

* No more default chat templates

* Add the template to the GPT-SW3 tests since it's not available by default now

* Fix GPT2 test

* Fix Bloom test

* Fix Bloom test

* Remove default templates again

* Update qwen2.md

outdated description

* Update qwen2.md

amended

* Update qwen2.md

Update

* Update qwen2.md

fix wrong version code, now good to go

fix

* add DataCollatorBatchFlattening

* Update data_collator.py

* change name

* new FA2 flow if position_ids is provided

* add comments

* minor fix

* minor fix data collator

* add test cases for models

* add test case for data collator

* remove extra code

* formating for ruff check and check_repo.py

* ruff format

ruff format tests src utils

* custom_init_isort.py

* pad on right if training

* docs

* add tests

* Add llama3-llava-next-8b to llava_next conversion script

Adds support for the lmms-lab/llama3-llava-next-8b model to the
convert_llava_next_weights_to_hf.py script, along with an example
prompt generated from the llava_llama_3 conv_template in the LLaVA-NeXT
repo.

* Exclude <|begin_of_text|> from prompt example

This token gets added automatically, so it should not be included in the
prompt example.

* Add llava-next-72b and llava-next-110b

Adds the Qwen-based LLaVA-Next models to the conversion script, along
with changes to load the models on multiple GPUs for inference.

* Add llama3 and qwen prompt formats to docs

* Chat prompt and padding side left for llama3 batched

* update

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

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

* remove code

* better naming

---------
Co-authored-by: raushan <raushan@huggingface.co>
Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Add new quant method

* update

* fix multi-device

* add test

* add offload

* style

* style

* add simple example

* initial doc

* docstring

* style again

* works ?

* better docs

* switch to non persistant

* remove print

* fix init

* code review

* minor edits and clarifications

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

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

update `ko/_toctree.yml` and remove `custom_tools.md`

fixes

* Add image-text-to-text task page

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/tasks/image_text_to_text.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Address comments

* Fix heading

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

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

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

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

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

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

* Address comments

* Update image_text_to_text.md

---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Fixes

* Let's not use auto

fix chat format

* Improve docs

* Fix docs

* Fix code snippet