GitLab

* deprecate fairscale's ShardedDDP

* fix code style

* roll back

* deprecate the `sharded_ddp` training argument

---------
Co-authored-by: jihuazhong <jihuazhong1@huawei.com>

* Remove Falcon docs for the release until TGI is ready

* Update toctree

* Deprecate some models

* Fix imports

* Fix inits too

* Remove tests

* Add deprecated banner to documentation

* Remove from init

* Fix auto classes

* Style

* Remote upgrade strategy 1

* Remove site package cache

* Revert this part

* Fix typo...

* Update utils

* Update docs/source/en/model_doc/bort.md
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* Address review comments

* With all files saved

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

* Add model

* Add ability to get classification head weights

* Add docs

* Add imports to __init__.py

* Run style

* Fix imports and add mdx doc

* Run style

* Fix copyright

* Fix config docstring

* Remove imports of ViViTLayer and load_tf_weights_in_vivit

* Remove FeatureExtractor and replace with ImageProcessor everywhere

* Remove ViViTForPreTraining from vivit.mdx

* Change ViViT -> Vivit everywhere

* Add model_doc to _toctree.yml

* Replace tuples with lists in arguments of VivitConfig

* Rename patch_size to tubelet_size in TubeletEmbeddings

* Fix checkpoint names

* Add tests

* Remove unused num_frames

* Fix imports for VivitImageProcessor

* Minor fixes

* Decrease number of frames in VivitModelTester from 32 to 16

* Decrease number of frames in VivitModelTester from 16 to 8

* Add initialization for pos embeddings

* Rename Vivit -> ViViT in some places

* Fix docstring and formatting

* Rename TubeletEmbeddings -> VivitTubeletEmbeddings

* Remove load_tf_weights_in_vivit

* Change checkpoint name

* Remove Vivit _TOKENIZER_FOR_DOC

* Fix

* Fix VivitTubeletEmbeddings and pass config object as parameter

* Use image_size and num_frames instead of video_size

* Change conversion script and fix differences with the orig implementation

* Fix docstrings

* Add attention head pruning

* Run style and fixup

* Fix tests

* Add ViViT to video_classification.mdx

* Save processor in conversion script

* Fix

* Add image processor test

* Run fixup and style

* Run fix-copies

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

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

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

* Use PyAV instead of decord

* Add unittest.skip

* Run style

* Remove unneeded test

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

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

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

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

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

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

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

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

* Add model

* Add docs

* Run style

* Fix imports and add mdx doc

* Remove FeatureExtractor and replace with ImageProcessor everywhere

* Change ViViT -> Vivit everywhere

* Rename Vivit -> ViViT in some places

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

* Run make style

* Remove inputs save

* Fix image processor

* Fix

* Run `make style`

* Decrease parameters of VivitModelTester

* Decrease tubelet size

* Rename vivit.mdx

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

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

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

* Fix default values in image_processing_vivit.py

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

* Initial commit

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

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

* Cleanup config docstring

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

* Convert to relative imports

* Remove torch < 1.8 warning

* Restructure cos_sin header

* qkv -> query, key, value

* Refactor attention calculation

* Add a couple of config variables to account for the different checkpoints

* Successful merging of the code paths!

* Fix misplaced line in the non-parallel attention path

* Update config and tests

* Add a pad_token_id when testing

* Support output_attentions when alibi is None

* make fixup

* Skip KV cache shape test

* No more _keys_to_ignore_on_load_missing

* Simplify self attention a bit

* Simplify self attention a bit

* make fixup

* stash commit

* Some more attention mask updates

* Should pass all tests except assisted generation!

* Add big model generation test

* make fixup

* Add temporary workaround for test

* Test overrides for assisted generation

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

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

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

* Update tests/models/falcon/test_modeling_falcon.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Test overrides for assisted generation

* Add generation demo

* Update copyright

* Make the docstring model actually small

* Add module-level docstring

* Remove all assertions

* Add copied from bloom

* Reformat the QKV layer

* Add copied from bloom

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

* Remove unused line and reformat

* No single letter variables

* Cleanup return names

* Add copied from line

* Remove the deprecated arguments blocks

* Change the embeddings test to an alibi on/off test

* Remove position_ids from FalconForQA

* Remove old check for token type IDs

* Fix the alibi path when multi_query is False

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

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

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

* Update config naming

* Fix typo for new_decoder_architecture

* Add some comments

* Fix docstring

* Fix docstring

* Create range in the right dtype from the start

* Review comment cleanup

* n_head_kv -> num_kv_heads

* self.alibi -> self.use_alibi

* self.num_kv -> self.num_kv_heads

* Reorder config args

* Made alibi arguments Optional

* Add all model docstrings

* Add extra checkpoints

* Add author info for Falcon

* Stop removing token_type_ids because our checkpoints shouldn't return it anymore

* Add one hopeful comment for the future

* Fix typo

* Update tests, fix cache issue for generation

* Use -1e9 instead of -inf to avoid float overflow

* Recompute the rotary embeddings much less often

* Re-enable disabled tests

* One final fix to attention mask calculation, and update tests

* Cleanup targeting falcon-40b equivalency

* Post-rebase docs update

* Update docstrings, especially in the config

* More descriptive variable names, and comments where we can't rename them

---------
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Add all files

* Update masked_language_modeling.md

* fix mlm models

* fix conflicts

* fix conflicts

* fix copies

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Reduce seq_len and hidden_size in ModelTester

* remove output_attentions

* fix conflicts

* remove copied from statements

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

---------
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* update

* add umt5 to auto tokenizer mapping

* nits

* fixup

* fix failing torch test

* including the threshold alert in warning messages.

* Updating doc owlvit.md including post_process_object_detection function with threshold.

* fix

* [Time-Series] Added blog-post to tips

* added Resources to time series models docs

* removed "with Bert"

* 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>

* fix

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

* Removal of deprecated methods and specify versions

* Fix tests

* Add Audiocraft

* add cross attention

* style

* add for lm

* convert and verify

* introduce t5

* split configs

* load t5 + lm

* clean conversion

* copy from t5

* style

* start pattern provider

* make generation work

* style

* fix pos embs

* propagate shape changes

* propagate shape changes

* style

* delay pattern: pad tokens at end

* audiocraft -> musicgen

* fix inits

* add mdx

* style

* fix pad token in processor

* override generate and add todos

* add init to test

* undo pattern delay mask after gen

* remove cfg logits processor

* remove cfg logits processor

* remove logits processor in favour of mask

* clean pos embs

* make fix copies

* update readmes

* clean pos emb

* refactor encoder/decoder

* make fix copies

* update conversion

* fix config imports

* update config docs

* make style

* send pattern mask to device

* pattern mask with delay

* recover prompted audio tokens

* fix docstrings

* laydown test file

* pattern edge case

* remove t5 ref

* add processing class

* config refactor

* better pattern comment

* check if mask is not present

* check if mask is not present

* refactor to auto class

* remove encoder configs

* fix processor

* processor import

* start updating conversion

* start updating tests

* make style

* convert t5, encodec, lm

* convert as composite

* also convert processor

* run generate

* classifier free gen

* comments and clean up

* make style

* docs for logit proc

* docstring for uncond gen

* start lm tests

* work tests

* let the lm generate

* refactor: reshape inside forward

* undo greedy loop changes

* from_enc_dec -> from_sub_model

* fix input id shapes in docstrings

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* undo generate changes

* from sub model config

* Update src/transformers/models/musicgen/modeling_musicgen.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* make generate work again

* generate uncond -> get uncond inputs

* remove prefix allowed tokens fn

* better error message

* logit proc checks

* Apply suggestions from code review
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* make decoder only tests work

* composite fast tests

* make style

* uncond generation

* feat extr padding

* make audio prompt work

* fix inputs docstrings

* unconditional inputs: dict -> model output

* clean up tests

* more clean up tests

* make style

* t5 encoder -> auto text encoder

* remove comments

* deal with frames

* fix auto text

* slow tests

* nice mdx

* remove can generate

* todo - hub id

* convert m/l

* make fix copies

* only import generation with torch

* ignore decoder from tests

* don't wrap uncond inputs

* make style

* cleaner uncond inputs

* add example to musicgen forward

* fix docs

* ignore MusicGen Model/ForConditionalGeneration in auto mapping

* add doc section to toctree

* add to doc tests

* add processor tests

* fix push to hub in conversion

* tips for decoder only loading

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

* fix conversion for s / m / l checkpoints

* import stopping criteria from module

* remove from pipeline tests

* fix uncond docstring

* decode audio method

* fix docs

* org: sanchit-gandhi -> facebook

* fix max pos embeddings

* remove auto doc (not compatible with shapes)

* bump max pos emb

* make style

* fix doc

* fix config doc

* fix config doc

* ignore musicgen config from docstring

* make style

* fix config

* fix config for doctest

* consistent from_sub_models

* don't automap decoder

* fix mdx save audio file

* fix mdx save audio file

* processor batch decode for audio

* remove keys to ignore

* update doc md

* update generation config

* allow changes for default generation config

* update tests

* make style

* fix docstring for uncond

* fix processor test

* fix processor test

---------
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

4 bit doc corrections

* Update old existing feature extractor references

* Typo

* Apply suggestions from code review

* Apply suggestions from code review

* Apply suggestions from code review

* Address comments from review - update 'feature extractor'
Co-authored by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

See https://github.com/huggingface/transformers/issues/24546

* Adding T5ForQuestionAnswering

* Changed weight initialization that results in better initial loss when fine-tuning

* Update to class variables

* Running make fixup

* Running make fix-copies

* Remove model_parallel

* Adding MT5ForQuestionAnswering

* Adding docs

* Fix wrong doc

* Update src/transformers/models/mt5/modeling_mt5.py
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Update src/transformers/models/t5/modeling_t5.py
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* File formatting

* Undoing change

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

* add exception

* update docs

Add link to pytorch CrossEntropyLoss so that one understand why '-100' is ignore by the loss function.

* Squash 88 commits

* Use markdown

* Remove mdx files due to bad rebase

* Fix modeling files due to bad rebase

* Fix style

* Update comment

* fix

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

* [AutoModel] Add AutoModelForTextEncoding

* add mt5

* add other models

* add to docs

* fix tf imports

* add tf to docs / init

* up

* fix inits

* add to dummy objects

Update outdated hyperlink hpo_train.md 

Link to RayTune search space API docs was outdated - have provided correct new link for docs.
Co-authored-by: Joshua Samuel <66880119+Joshsamuel101@users.noreply.github.com>

fix broken links

* 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>

fix model name path
Co-authored-by: Ritesh Ghorse <riteshghorse@Riteshs-Air.attlocal.net>

* Update mms.mdx

* Update mms.mdx

* Update docs/source/en/model_doc/mms.mdx
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update mms.mdx

* Update docs/source/en/model_doc/mms.mdx
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

---------
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

Fix the paper URL for MMS model

* Improve docs

* Apply suggestions from code review

* upload readme

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

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

* boilerplate stuff

* messing around with the feature extractor

* fix feature extractor

* unit tests for feature extractor

* rename speech to audio

* quick-and-dirty import of Meta's code

* import weights (sort of)

* cleaning up

* more cleaning up

* move encoder/decoder args into config

* cleanup model

* rename EnCodec -> Encodec

* RVQ parameters in config

* add slow test

* add lstm init and test_init

* Add save & load

* finish EncodecModel

* remove decoder_input_values as they are ont used anywhere (not removed from doc yet)

* fix test feature extraction model name

* Add better slow test

* Fix tests

* some fixup and cleaning

* Improve further

* cleaning up quantizer

* fix up conversion script

* test don't pass, _encode_fram does not work

* update tests with output per encode and decode

* more cleanup

* rename _codebook

* remove old config cruft

* ratios & hop_length

* use ModuleList instead of Sequential

* clean up resnet block

* update types

* update tests

* fixup

* quick cleanup

* fix padding

* more styl,ing

* add patrick feedback

* fix copies

* fixup

* fix lstm

* fix shape issues

* fixup

* rename conv layers

* fixup

* fix decoding

* small conv refactoring

* remove norm_params

* simplify conv layers

* rename conv layers

* stuff

* Clean up

* Add padding logic

use padding mask

small conv refactoring

remove norm_params

simplify conv layers

rename conv layers

stuff

add batched test

update

Clean up

merge and update for padding

fix padding

fixup

* clean up more

* clean up more

* More clean ups

* cleanup convolutions

* typo

* fix typos

* fixup

* build PR doc?

* start refactoring docstring

* fix don't pad when no strid and chunk

* update docstring

* update docstring

* nits

* update going to lunch

* update config and model

* fix broken testse (becaue of the config changes)

* fix scale computation

* fixu[

* only return dict if speciefied or if config returns it

* remove todos

* update defaults in config

* update conversion script

* fix doctest

* more docstring + fixup

* nits on batched_tests

* more nits

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* update basxed on review

* fix update

* updaet tests

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

* fixup

* add overlap and chunl_length_s

* cleanup feature extraction

* teste edge cases truncation and padding

* correct processor values

* update config encodec, nits

* fix tests

* fixup

* fix 24Hz test

* elle tests are green

* fix fixup

* Apply suggestions from code review

* revert readme changes

* fixup

* add example

* use facebook checkpoints

* fix typo

* no pipeline tests

* use slef.pad everywhere we can

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

* update based on review

* update

* update mdx

* fix bug and tests

* fixup

* fix doctest

* remove comment

* more nits

* add more coverage for `test_truncation_and_padding`

* fixup

* add last test

* fix text

* nits

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

* take care of the last comments

* typo

* fix test

* nits

* fixup

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

---------
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: arthur.zucker@gmail.com <arthur.zucker@gmail.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* import torch before it is used

* style
Signed-off-by: byhsu <byhsu@linkedin.com>

---------
Signed-off-by: byhsu <byhsu@linkedin.com>
Co-authored-by: byhsu <byhsu@linkedin.com>

* update docs

* missing part

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

* address comments

* address Zach's comment

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

* typo: fix typos in CONTRIBUTING.md and deepspeed.mdx

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

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

* Tool types

* Tests + fixes

* Isolate types

* Oops

* Review comments + docs

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