GitLab

* add working convertion script

* first non-working version of modeling code

* update modeling code (working)

* make style

* make fix-copies

* add config docstrings

* add config to ignore docstrings formatage due to unconventional markdown

* fix copies

* fix generation num_return_sequences

* enrich docs

* add and fix tests beside integration tests

* update integration tests

* update repo id

* add tie weights and make style

* correct naming in .md

* fix imports and so on

* correct docstrings

* fix fp16 speech forward

* fix speechencoder attention

* make style

* fix copied from

* rename SeamlessM4Tv2-v2 to SeamlessM4Tv2

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

* remove useless public models

* fix private models + better naming for T2U models

* clean speech encoder relative position embeddings

* refactor chunk attention

* add docstrings to chunk attention method

* improve naming and docstrings

* rename some attention variables + add temperature sampling in T2U model

* rename DOCSTRINGS variable names

* make style + remove 2 useless config parameters

* enrich model card

* remove any attention_head reference + fix temperature in T2U

* new fmt and make style

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

* rename spkr_id->speaker_id and change docstrings of get_char_input_ids

* simplify v2attention

* make style

* Update seamless_m4t_v2.md

* update code and tests with last update

* update repo ids

* fill article name, abstract andauthors

* update not_doctested and slow_doc tests

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

* first raw commit

* still POC

* tentative convert script

* almost working speech encoder conversion scripts

* intermediate code for encoder/decoders

* add modeling code

* first version of speech encoder

* make style

* add new adapter layer architecture

* add adapter block

* add first tentative config

* add working speech encoder conversion

* base model convert works now

* make style

* remove unnecessary classes

* remove unecessary functions

* add modeling code speech encoder

* rework logics

* forward pass of sub components work

* add modeling codes

* some config modifs and modeling code modifs

* save WIP

* new edits

* same output speech encoder

* correct attention mask

* correct attention mask

* fix generation

* new generation logics

* erase comments

* make style

* fix typo

* add some descriptions

* new state

* clean imports

* add tests

* make style

* make beam search and num_return_sequences>1 works

* correct edge case issue

* correct SeamlessM4TConformerSamePadLayer copied from

* replace ACT2FN relu by nn.relu

* remove unecessary return variable

* move back a class

* change name conformer_attention_mask ->conv_attention_mask

* better nit code

* add some Copied from statements

* small nits

* small nit in dict.get

* rename t2u model -> conditionalgeneration

* ongoing refactoring of structure

* update models architecture

* remove SeamlessM4TMultiModal classes

* add tests

* adapt tests

* some non-working code for vocoder

* add seamlessM4T vocoder

* remove buggy line

* fix some hifigan related bugs

* remove hifigan specifc config

* change

* add WIP tokenization

* add seamlessM4T working tokenzier

* update tokenization

* add tentative feature extractor

* Update converting script

* update working FE

* refactor input_values -> input_features

* update FE

* changes in generation, tokenizer and modeling

* make style and add t2u_decoder_input_ids

* add intermediate outputs for ToSpeech models

* add vocoder to speech models

* update valueerror

* update FE with languages

* add vocoder convert

* update config docstrings and names

* update generation code and configuration

* remove todos and update config.pad_token_id to generation_config.pad_token_id

* move block vocoder

* remove unecessary code and uniformize tospeech code

* add feature extractor import

* make style and fix some copies from

* correct consistency + make fix-copies

* add processor code

* remove comments

* add fast tokenizer support

* correct pad_token_id in M4TModel

* correct config

* update tests and codes  + make style

* make some suggested correstion - correct comments and change naming

* rename some attributes

* rename some attributes

* remove unecessary sequential

* remove option to use dur predictor

* nit

* refactor hifigan

* replace normalize_mean and normalize_var with do_normalize + save lang ids to generation config

* add tests

* change tgt_lang logic

* update generation ToSpeech

* add support import SeamlessM4TProcessor

* fix generate

* make tests

* update integration tests, add option to only return text and update tokenizer fast

* fix wrong function call

* update import and convert script

* update integration tests + update repo id

* correct paths and add first test

* update how new attention masks are computed

* update tests

* take first care of batching in vocoder code

* add batching with the vocoder

* add waveform lengths to model outputs

* make style

* add generate kwargs + forward kwargs of M4TModel

* add docstrings forward methods

* reformate docstrings

* add docstrings t2u model

* add another round of modeling docstrings + reformate speaker_id -> spkr_id

* make style

* fix check_repo

* make style

* add seamlessm4t to toctree

* correct check_config_attributes

* write config docstrings + some modifs

* make style

* add docstrings tokenizer

* add docstrings to processor, fe and tokenizers

* make style

* write first version of model docs

* fix FE + correct FE test

* fix tokenizer + add correct integration tests

* fix most tokenization tests

* make style

* correct most processor test

* add generation tests and fix num_return_sequences > 1

* correct integration tests -still one left

* make style

* correct position embedding

* change numbeams to 1

* refactor some modeling code and correct one test

* make style

* correct typo

* refactor intermediate fnn

* refactor feedforward conformer

* make style

* remove comments

* make style

* fix tokenizer tests

* make style

* correct processor tests

* make style

* correct S2TT integration

* Apply suggestions from Sanchit code review
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* correct typo

* replace torch.nn->nn + make style

* change Output naming (waveforms -> waveform) and ordering

* nit renaming and formating

* remove return None when not necessary

* refactor SeamlessM4TConformerFeedForward

* nit typo

* remove almost copied from comments

* add a copied from comment and remove an unecessary dropout

* remove inputs_embeds from speechencoder

* remove backward compatibiliy function

* reformate class docstrings for a few components

* remove unecessary methods

* split over 2 lines smthg hard to read

* make style

* replace two steps offset by one step as suggested

* nice typo

* move warnings

* remove useless lines from processor

* make generation non-standard test more robusts

* remove torch.inference_mode from tests

* split integration tests

* enrich md

* rename control_symbol_vocoder_offset->vocoder_offset

* clean convert file

* remove tgt_lang and src_lang from FE

* change generate docstring of ToText models

* update generate docstring of tospeech models

* unify how to deal withtext_decoder_input_ids

* add default spkr_id

* unify tgt_lang for t2u_model

* simplify tgt_lang verification

* remove a todo

* change config docstring

* make style

* simplify t2u_tgt_lang_id

* make style

* enrich/correct comments

* enrich .md

* correct typo in docstrings

* add torchaudio dependency

* update tokenizer

* make style and fix copies

* modify SeamlessM4TConverter with new tokenizer behaviour

* make style

* correct small typo docs

* fix import

* update docs and add requirement to tests

* add convert_fairseq2_to_hf in utils/not_doctested.txt

* update FE

* fix imports and make style

* remove torchaudio in FE test

* add seamless_m4t.md to utils/not_doctested.txt

* nits and change the way docstring dataset is loaded

* move checkpoints from ylacombe/ to facebook/ orga

* refactor warning/error to be in the 119 line width limit

* round overly precised floats

* add stereo audio behaviour

* refactor .md and make style

* enrich docs with more precised architecture description

* readd undocumented models

* make fix-copies

* apply some suggestions

* Apply suggestions from code review
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* correct bug from previous commit

* refactor a parameter allowing to clean the code + some small nits

* clean tokenizer

* make style and fix

* make style

* clean tokenizers arguments

* add precisions for some tests

* move docs from not_tested to slow

* modify tokenizer according to last comments

* add copied from statements in tests

* correct convert script

* correct parameter docstring style

* correct tokenization

* correct multi gpus

* make style

* clean modeling code

* make style

* add copied from statements

* add copied statements

* add support with ASR pipeline

* remove file added inadvertently

* fix docstrings seamlessM4TModel

* add seamlessM4TConfig to OBJECTS_TO_IGNORE due of unconventional markdown

* add seamlessm4t to assisted generation ignored models

---------
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* add tokenization template

* update conversion script

* update modeling code

* update

* update convert checkpoint

* update modeling

* revert changes on convert script

* new conversion script for new format

* correct position bias

* cleaning a bit

* Credit co authors
Co-authored-by: agemagician <ahmed.elnaggar@tum.de>

Co-authored-by: stefan-it
<>

* styling

* Add docq

* fix copies

* add co author

* Other Author

* Merge branch 'main' of https://github.com/huggingface/transformers

 into add-umt5

* add testing

* nit

* Update docs/source/en/model_doc/umt5.mdx
Co-authored-by: Stefan Schweter <stefan@schweter.it>

* fix t5

* actual fix?

* revert wrong changes

* remove

* update test

* more fixes

* revert some changes

* add SPIECE_UNDERLINE

* add a commone xample

* upfate

* fix copies

* revert changes on t5 conversion script

* revert bytefallback changes since there was no addition yet

* fixup

* fixup

* ingore umt5 cutom testing folder

* fix readmes

* revertT5 changes

* same outputs

* fixup

* update example

* Apply suggestions from code review

* style

* draft addition of all new files

* current update

* fix attention and stuff

* finish refactoring

* auto config

* fixup

* more nits

* add umt5 to init

* use md format

* Update README.md
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* revert changes on mt5

* revert mt4 changes

* update test

* more fixes

* add to mapping

* fix-copies

* fix copies

* foix retain grad

* fix some tests

* nits

* done

* Update src/transformers/models/umt5/modeling_umt5.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update docs/source/en/model_doc/umt5.md

* Update src/transformers/models/umt5/__init__.py

* Update docs/source/en/model_doc/umt5.md
Co-authored-by: Stefan Schweter <stefan@schweter.it>

* Update src/transformers/models/umt5/modeling_umt5.py

* update conversion script + use google checkpoints

* nits

* update test and modelling

* stash slow convert

* update fixupd

* don't change slow

---------

Co-authored-by: stefan-it <>
Co-authored-by: Stefan Schweter <stefan@schweter.it>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Rename index.mdx to index.md

* With saved modifs

* Address review comment

* Treat all files

* .mdx -> .md

* Remove special char

* Update utils/tests_fetcher.py
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

---------
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* Add an option to reduce compile() console spam

* Add annotations to the example scripts

* Add notes to the quicktour docs as well

* minor fix

* Initial commit

* update modeling code

* update doc

* add functions necessary

* fix impotrs

* revert changes

* fixup

* more styling to get going

* remove standalone encoder

* update code

* styling

* fix config and model

* update code and some refactoring

* make more tests pass

* Adding NLLB-200 - MoE - 54.5B for no language left behind
Fixes #21300

* fix mor common tests

* styke

* update testing file

* update

* update

* Router2 doc

* update check config with sparse layer

* add dummy router

* update current conversion script

* create on the fly conversion script

* Fixup

* style

* style 2

* fix empty return

* fix return

* Update default config sparse layers

* easier to create sparse layers

* update

* update conversion script

* update modeling

* add to toctree

* styling

* make ruff happy

* update docstring

* update conversion script

* update, will break tests but impelemting top2

* update

* ❗local groups are supported here

* ⚠️ Support for local groups is now removed ⚠️

This is because it has to work with model parallelism that we do not support

* finish simplificaiton

* Fix forward

* style

* fixup

* Update modelling and test, refactoring

* update tests

* remove final layer)norm as it is done in the FF

* routing works! Logits test added

* nit in test

* remove top1router

* style

* make sure sparse are tested. Had to change route_tokens a liottle bit

* add support for unslip models when converting

* fixup

* style

* update test s

* update test

* REFACTOR

* encoder outputs match!

* style

* update testing

* 🎉encoder and decoder logits match 🎉



* styleing

* update tests

* cleanup tests

* fix router test and CIs

* cleanup

* cleanup test styling

* fix tests

* Finally the generation tests match!

* cleanup

* update test

* style testing file

* remove script

* cleanup

* more cleanup

* nits

* update

* NLLB tokenizer is wrong and will be fixed soon

* use LongTensors

* update tests

* revert some small changes

* fix second expert sampling and batch prioritized routing

* update tests

* finish last tests

* make ruff happy

* update

* ruff again

* style

* Update docs/source/en/model_doc/nllb-moe.mdx
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Updates based on review

* style and fix import issue

* nit

* more nits

* cleanup

* styling

* update test_seconde_expert_policy

* fix name

* last nit on the markdown examples

---------
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* fix wrong url

* typos in english documentation

added Open in Colab to task guides

* add GPTSAN-Japanese

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN (update for review)

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* fix typo in comment text

* add GPTSAN

* add GPTSAN

* add GPTSAN

* add GPTSAN

* fix document and comments

* fix class name GPTSAN->GPTSan

* fix import and test for tokenizer

fix formatting

* initial commit. added tip placeholders and a script

* removed unused imports, fixed paths

* fixed generated links

* make style

* split language modeling doc into two: causal language modeling and masked language modeling

* added check_task_guides.py to make fix-copies

* review feedback addressed

* Fixed the following:
pipe -> pipeline
out in pipe(data()) is a list of dict, not a dict

* Fixed the TypeError: __init__() missing 1 required positional argument: 'key'

* Added a tip: code sample requires additional libraries to run

* Fixed custom config's name

* added seqeval to the required libraries

* fixed a missing dependency,
fixed metric naming,
added checkpoint to fix the datacollator

* added checkpoint to fix the datacollator,
added missing dependency

* 📝 start adding inference section to task guides

* ✨ make style

* 📝 add multiple choice

* add rest of inference sections

* make style

* add compute_metric, push_to_hub, pipeline

* make style

* add updated sequence and token classification

* make style

* make edits in token classification

* add audio classification

* make style

* add asr

* make style

* add image classification

* make style

* add summarization

* make style

* add translation

* make style

* add multiple choice

* add language modeling

* add qa

* make style

* review and edits

* apply reviews

* make style

* fix call to processor

* apply audio reviews

* update to better asr model

* make style

* Update TF fine-tuning docs

* Fix formatting

* Add some section headers so the right sidebar works better

* Squiggly it

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

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

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

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

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

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

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

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

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

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

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

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

* Update docs/source/en/training.mdx
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Explain things in the text, not the comments

* Make the two dataset creation methods into a list

* Move the advice about collation out of a <Tip>

* Edits for clarity

* Edits for clarity

* Edits for clarity

* Replace `to_tf_dataset` with `prepare_tf_dataset` in the fine-tuning pages

* Restructure the page a little bit

* Restructure the page a little bit

* Restructure the page a little bit
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Preliminary work on tokenizers

* Quality + fix tests

* Treat processors

* Fix pad

* Remove all uses of  in tests, docs and examples

* Replace all as_target_tokenizer

* Fix tests

* Fix quality

* Update examples/flax/image-captioning/run_image_captioning_flax.py
Co-authored-by: amyeroberts <amy@huggingface.co>

* Style
Co-authored-by: amyeroberts <amy@huggingface.co>

* Link to the Datasets doc

* Remove unwanted file

* Reorganize doc for multilingual support

* Fix style

* Style

* Toc trees

* Adapt templates

* ✨ refactor code samples with framework-specific blocks

* ✨ update training.mdx

* 🖍 apply feedback

* 🖍 fix links in guides

* 🖍 apply feedback

* First files

* More files

* Last files

* Style

* clean commit of changes to NLP tasks

* 🖍 apply feedback

* 📝

 move tf data collator in multiple choice
Co-authored-by: Steven <stevhliu@gmail.com>