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* Make public versions of private utils

* I need sleep

* update expected values for the correct TF checkpoint

* Run test

* Clean up

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

* Added support for multivariate independent emission heads

* fix typo

* rename distr_cls

* scale is a vector for multivariate

* set affine transform event_dim

* fix typo

* added variable

* added beta in the config

* set beta

* remove beta-nll option in nll

* Add warning about restarting runtime to import errors

* Fix some linebreaks

* First step of PT->TF for composite models

* Update the tests

* For VisionEncoderDecoderModel

* Fix

* Fix

* Add comment

* Fix

* clean up import

* Save memory

* For (TF)EncoderDecoderModel

* For (TF)EncoderDecoderModel
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Use 2 jobs for the docker image build (latest torch + DS)

* fix

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

* pin tf2onnx<=1.12.0

* Install tf2onnx main

* Pin to a specific commit
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* [FLAX] Add dtype to embedding for gpt2 model

* lint

* Fix exception thrown using MishActivation

* Update activations.py

* Re-enable `small_model_pt`.

Re-enable `small_model_pt`.

Enabling the current test with the current values.

Debugging the values on the CI.

More logs ? Printing doesn't work ?

Using the CI values instead. Seems to be a Pillow sensitivity.

* Update src/transformers/pipelines/image_segmentation.py
Co-authored-by: Alara Dirik <8944735+alaradirik@users.noreply.github.com>
Co-authored-by: Alara Dirik <8944735+alaradirik@users.noreply.github.com>

Co-authored-by: Shreya <>

* Add center crop to transforms library

* Return PIL images if PIL image input by default

* Fixup and add docstring

* Trigger CI

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

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

* PR comments - move comments; unindent
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

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

* Change the import order of the model and configuration classes

* Add (with random weights) in the comment before model initialization

* Add configuration_wavlm to doctest

* Fix issue #19300

* Fixing import order

* Fix issue #19300

* Fix formatting issues

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

* Refactor method

* Refactor method

* Fix the issue of sending wrong output dir

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

Adding the state-of-the-art contrastive search decoding methods for the codebase of generation_utils.py (#19477)

* add: the contrastive search for generaton_utils

* add: testing scripts for contrastive search under examples/text-generation

* update the quality of codes

* revise the docstring; make the generation_contrastive_search.py scripts;

* revise the examples/pytorch/text-generation/run_generation_contrastive_search.py to the auto-APIs format

* revise the necessary documents

* fix: revise the docstring of generation_contrastive_search.py

* Fix the code indentation

* fix: revise the nits and examples in contrastive_search docstring.

* fix the copyright

* delete generation_contrastive_search.py

* revise the logic in contrastive_search

* update the intergration test and the docstring

* run the tests over

* add the slow decorate to the contrastive_search intergrate test

* add more test

* do the style, quality, consistency checks

* CLIP Config for doctest

* add doc example to CLIPConfig

* add from_text_vision_configs example

* added comment explaining objective

* update the contribution guide

* apply review feedback

* fix checkboxes

* checkbox fix #2

* clarify force push

* Create repo utils test job

* Last occurence

* Add tests for tests_fetcher

* Better filtering

* Let's learn more

* Should fix

* Should fix

* Remove debug

* Style

* WiP

WiP

WiP

WiP

WiP

WiP

WiP

WiP

WiP

* Quality

* address review comments

* Fix link

* Clean up deprecation warnings

Notes:
Changed some strings in tests to raw strings, which will change the literal content of the strings as they are fed into whatever machine handles them.
Test cases for past in the past/past_key_values switch changed/removed due to warning of impending removal

* Add PILImageResampling abstraction for PIL.Image.Resampling