* Add proper Falcon docs and conversion script

* Autodetect the decoder architecture instead of using an arg

* Update docs now that we can autodetect

* Fix doc error

* Add doc to toctree

* Quick doc update

* [VITS] Fix init test

* add flaky decorator

* style

* max attempts

Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

* style

---------

Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

fixed a typo

Follow up from #25599

fixed a typo

fixed typos

fixed a few typos

* fix typo

* fix typo

* fix typo

* fix typos

* fix typos

* fix typo

* fix typo

* fix typo

* fix typos

* fix typo

* fix typo

* fix typo

* fix typos

* fix typos

* update

* fix

---------

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

typo fixes

* some bug fixes

* updates

* Update code_llama.md

Co-authored-by: Omar Sanseviero <osanseviero@users.noreply.github.com>

* Add co author

Co-authored-by: pcuenca <pedro@latenitesoft.com>

* add a test

* fixup

* nits

* some updates

* fix-coies

* adress comments

* nits

* nits

* fix docsting

* Apply suggestions from code review

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

* update

* add int for https://huggingface.co/spaces/hf-accelerate/model-memory-usage



---------

Co-authored-by: Omar Sanseviero <osanseviero@users.noreply.github.com>
Co-authored-by: pcuenca <pedro@latenitesoft.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* [MMS] Update docs with HF TTS implementation

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

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

* add uromanise to docs

---------

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

* [VITS] Add to TTA pipeline

* Update tests/pipelines/test_pipelines_text_to_audio.py

Co-authored-by: Yoach Lacombe <52246514+ylacombe@users.noreply.github.com>

* remove extra spaces

---------

Co-authored-by: Yoach Lacombe <52246514+ylacombe@users.noreply.github.com>

* Revert frozen training arguments

* TODO

Update musicgen.md

* update

* update

* update

* update

---------

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

* fix FSDP resume optimizer & scheduler

* improve trainer code quality

---------

Co-authored-by: machi04 <machi04@meituan.com>

* add VITS model

* let's vits

* finish TextEncoder (mostly)

* rename VITS to Vits

* add StochasticDurationPredictor

* ads flow model

* add generator

* correctly set vocab size

* add tokenizer

* remove processor & feature extractor

* add PosteriorEncoder

* add missing weights to SDP

* also convert LJSpeech and VCTK checkpoints

* add training stuff in forward

* add placeholder tests for tokenizer

* add placeholder tests for model

* starting cleanup

* let the great renaming begin!

* use config

* global_conditioning

* more cleaning

* renaming variables

* more renaming

* more renaming

* it never ends

* reticulating the splines

* more renaming

* HiFi-GAN

* doc strings for main model

* fixup

* fix-copies

* don't make it a PreTrainedModel

* fixup

* rename config options

* remove training logic from forward pass

* simplify relative position

* use actual checkpoint

* style

* PR review fixes

* more review changes

* fixup

* more unit tests

* fixup

* fix doc test

* add integration test

* improve tokenizer tests

* add tokenizer integration test

* fix tests on GPU (gave OOM)

* conversion script can handle repos from hub

* add conversion script for all MMS-TTS checkpoints

* automatically create a README for the converted checkpoint

* small changes to config

* push README to hub

* only show uroman note for checkpoints that need it

* remove conversion script because code formatting breaks the readme

* make WaveNet layers configurable

* rename variables

* simplifying the math

* output attentions and hidden states

* remove VitsFlip in flow model

* also got rid of the other flip

* fix tests

* rename more variables

* rename tokenizer, add phonemization

* raise error when phonemizer missing

* re-order config docstrings to match method

* change config naming

* remove redundant str -> list

* fix copyright: vits authors -> kakao enterprise

* (mean, log_variances) -> (prior_mean, prior_log_variances)

* if return dict -> if not return dict

* speed -> speaking rate

* Apply suggestions from code review

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

* update fused tanh sigmoid

* reduce dims in tester

* audio -> output_values

* audio -> output_values in tuple out

* fix return type

* fix return type

* make _unconstrained_rational_quadratic_spline a function

* all nn's to accept a config

* add spectro to output

* move {speaking rate, noise scale, noise scale duration} to config

* path -> attn_path

* idxs -> valid idxs -> padded idxs

* output values -> waveform

* use config for attention

* make generation work

* harden integration test

* add spectrogram to dict output

* tokenizer refactor

* make style

* remove 'fake' padding token

* harden tokenizer tests

* ron norm test

* fprop / save tests deterministic

* move uroman to tokenizer as much as possible

* better logger message

* fix vivit imports

* add uroman integration test

* make style

* up

* matthijs -> sanchit-gandhi

* fix tokenizer test

* make fix-copies

* fix dict comprehension

* fix config tests

* fix model tests

* make outputs consistent with reverse/not reverse

* fix key concat

* more model details

* add author

* return dict

* speaker error

* labels error

* Apply suggestions from code review

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

* Update src/transformers/models/vits/convert_original_checkpoint.py

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

* remove uromanize

* add docstrings

* add docstrings for tokenizer

* upper-case skip messages

* fix return dict

* style

* finish tests

* update checkpoints

* make style

* remove doctest file

* revert

* fix docstring

* fix tokenizer

* remove uroman integration test

* add sampling rate

* fix docs / docstrings

* style

* add sr to model output

* fix outputs

* style / copies

* fix docstring

* fix copies

* remove sr from model outputs

* Update utils/documentation_tests.txt

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

* add sr as allowed attr

---------

Co-authored-by: sanchit-gandhi <sanchit@huggingface.co>
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* remove torch_dtype override

* style

* Update src/transformers/modeling_utils.py

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

---------

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

* Smarter check for

* Use protected functions

* Do others too

* Apply suggestions from code review

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

* Address review comments

---------

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

update

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

* Add type hints to `TFBlipTextModel`

* Add missing type hints to DPR family models

* Add type hints to `TFLEDModel`

* Add type hints to `TFLxmertForPreTraining`

* Add missing type hints to `TFMarianMTModel` and `TFMarianModel`

* Add missing type hints to `TFRagModel` & `TFRagTokenForGeneration`

* Make type hints annotations consistent

fix instructblip test

* Save image_processor while saving pipeline (ImageSegmentationPipeline)

* Fix black issues

* Fix coellama

* style

[`TokenizerFast`] `can_save_slow_tokenizer` as a property for when `vocab_file`'s folder was removed (#25626)

* pad token should be None by default

* fix tests

* nits

* check if isfile vocabfile

* add warning if sp model folder was deleted

* save SPM when missing folder for sloz

* update the ` can_save_slow_tokenizer`  to be a property

* first batch

* second batch

* missing one

* Modify single-GPU efficient training doc with now-available adamw_bnb_8bit optimizer

* Apply suggestions from code review

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

---------

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

* fix ds z3 checkpointing when  `stage3_gather_16bit_weights_on_model_save=False`

* refactoring

* For xla tensors, use an alternative way to get a unique id

Because xla tensors don't have storage.

* add is_torch_tpu_available check

Fix docstrings

fix

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

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