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* [research] link to the XTREME-S paper

* Update examples/research_projects/xtreme-s/README.md
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* added type hints to xglm pytorch

* Update src/transformers/models/xglm/modeling_xglm.py

* Update src/transformers/models/xglm/modeling_xglm.py
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* Translate accelerate.mdx from english to spanish

* Update docs/source_es/accelerate.mdx
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* Apply suggestions from code review
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* Apply suggestions from code review
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* Fix nits and finish translation
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* Translate installation.mdx to Spanish

* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Update docs/source_es/installation.mdx
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* Fix nits and finish translation
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* Duplication of the source eng file

* Spanish translation of the file multilingual.mdx

* Update docs/source_es/multilingual.mdx
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* Update docs/source_es/multilingual.mdx
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* Update docs/source_es/multilingual.mdx
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* Update docs/source_es/multilingual.mdx
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* Update docs/source_es/multilingual.mdx
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* Update docs/source_es/multilingual.mdx
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* Update docs/source_es/multilingual.mdx
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* Fix nits and finish translation
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* make tuple annotation more specific to avoid failures during symbolic_trace

* make tuple annotation more specific to avoid failures during symbolic_trace

* first proposal

* replace model outputs in various models

* conflicts

* docstring

* update poolformer

* minor change in docstring

* CI

* removed poolformer specific outputs from doc

* removed convnext specific outputs from doc

* CI

* weird char in segformer

* conversations

* reverted docstring for BaseModelOutputWithPooling

* update outputs

* changed docstring in BaseModelOutput

* updated docstring in modeling outputs

* typos :)

* fixed typo after copy & paste it all around

* CI

* Apply suggestions from code review
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* segformer
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* update smddp api to v1.4.0

* Update src/transformers/trainer.py
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* Update src/transformers/trainer.py
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* address comments

* fix style

* remove unused import

* fix indent

* disable style check for import

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

* [examples] max samples can't be bigger than then len of dataset

* do tf and flax

* feature extractor accepts

* resolved conversations

* added examples in test for ADE20K

* num_classes -> num_labels

* Apply suggestions from code review
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* resolving conversations

* resolving conversations

* removed ADE

* CI

* minor changes in conversion script

* reduce_labels in feature extractor

* minor changes

* correct preprocess for instace segmentation maps

* minor changes

* minor changes

* CI

* debugging

* better padding

* going to update labels inside the model

* going to update labels inside the model

* minor changes

* tests

* removed changes in feature_extractor_utils

* conversation

* conversation

* example in feature extractor

* more docstring in modeling

* test

* make style

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

* Add unpack_inputs to remaining models

* remove stray use of inputs in the templates; fix tf.debugging of attn masks

Add support for exporting GPT-J to ONNX-TRT
Co-authored-by: Tomer Stav <stavt@amazon.com>

* Type hints and TF decorator added

* Type hints and TF decorator added

* make style
Co-authored-by: matt <rocketknight1@gmail.com>

* Do not initialize torch process group twice

* Apply suggestions from code review

* Raise diff tolerance value
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* add unpack_inputs decorator to Main Layer

* add unpack_inputs decorator to Model

* add unpack_inputs decorator to LMHead Model

* add unpack_inputs decorator to Double Head Model

* add unpack_inputs decorator to Sequence Classification Model

* run fixup recipe

* make unpack_inputs the first decorator

* Avoid accessing .dataset of a dataloader

* style

* fix

* cleaning up, reverting some misunderstandings

* black

* add train_dataset argument to get_train_dataloader, and fix other instances of length checks

* flake8

* address comments

* fix bug

* cleanup

* add test

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

* under torch

* merge

* stylistic suggestion
Co-authored-by: Sander Land <sander@chatdesk.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* ported TFViTMAEIntermediate and TFViTMAEOutput.

* added TFViTMAEModel and TFViTMAEDecoder.

* feat: added a noise argument in the implementation for reproducibility.

* feat: vit mae models with an additional noise argument for reproducibility.
Co-authored-by: ariG23498 <aritra.born2fly@gmail.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* properly handle kwargs in encoder_decoder architectures

* make fixup

* Add type hints for UniSpeech

* Added type hints for UniSpeechSat

* Added type hints for Wave2Vec2 (PT)

* Added type hints for models dependent of wave2vec

* add code samples
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Fix for test_mixed_precision

* Fix test_saved_model_creation by using shape_list instead of shape

* skit test_model_from_pretrained on GPU for now to avoid GPU OOM

* skip test_gptj_sample_max_time for now
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* fix - set output_attentions to True

* Update tests/test_modeling_flax_common.py

* update for has_attentions

* overwrite check_outputs in FlaxBigBirdModelTest
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* Remove duplicate mLuke

* 🖍 apply feedback

* Prevent overwriting matched with mismatched metrics

* Fix style

* docstring still WIP | adding to documentation_tests

* clean version | passes tests

* adding to documentation_test

* adding forward for training pass

* make fixup applied

* address comments

* fix doctest

* apply make fixup

* remove additional blank

* fix file to have correct split for prepare_for_doc_test

* Update src/transformers/models/trocr/modeling_trocr.py
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

* address comments

* changing text | adding loss check | make fixup

* make fixup

* Update src/transformers/models/trocr/modeling_trocr.py
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

* Update src/transformers/models/trocr/modeling_trocr.py
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* Update src/transformers/models/trocr/modeling_trocr.py
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* make fixup
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

* Add the translation from English to Spanish of the pipeline_tutorial.mdx file

* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* Update docs/source_es/pipeline_tutorial.mdx

Fix typo
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Co-authored-by: fernando <fernando@gethitch.ai>
Co-authored-by: Omar U. Espejel <espejelomar@gmail.com>

* First draft

* More improvements

* Add fusion blocks

* Make conversion script work for dpt_large

* Make conversion script work

* Improve implementation

* Improve conversion script

* Add DPTForSemanticSegmentation

* Make conversion work for semantic segmentation

* Add tests

* Remove print statements

* First draft

* Redesign neck

* Improve tests

* Improve implementation some more

* Make neck output list of tensors

* Improve neck and feature extractor

* Fix integration tests

* Make more tests pass

* Make all tests pass

* Add missing config archive map

* Add in_index attribute to make heads accept list of tensors

* Apply suggestions from code review

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

* Apply some more suggestions

* Add copied from statements

* Remove assert

* Apply suggestions from code review

* Apply suggestions from code review

* Remove DPTInterpolate in favor of nn.Upsample

* Add comments

* Apply suggestions from code review

* Apply suggestions from code review

* Add proposed design

* Update design

* Add DPTReassembleLayer

* Add DPTFeatureFusionStage

* Apply more suggestions from code review

* Apply suggestions from code review

* Apply suggestions from code review

* Fix rebase

* Update in_index and out_indices

* Fix conversion script

* Fix code quality

* Add model to toctree and use DepthEstimatorOutput

* Fix rebase

* Fix code examples

* Improve code

* Fix copied from statements

* Apply suggestions from code review

* Remove compute_loss method

* Apply suggestions from code review

* Fix documentation tests file

* Remove test.py file

* Improve doc example
Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Niels Rogge <nielsrogge@nielss-mbp.home>