GitLab

* add: segformer utils and img. classification.

* add: segmentation layer.

* feat: working implementation of segformer.

* chore: remove unused variable.

* add test, remaining modifications.

* remove: unnecessary files.

* add: rest of the files.
Co-authored-by: matt <rocketknight1@gmail.com>

* chore: remove ModuleList comment.

* chore: apply make style.

* chore: apply make fixup-copies.

* add  to check_repo.py

* add decode head to IGNORE_NON_TESTED

* chore: run make style.

* chore: PR comments.

* chore: minor changes to model doc.

* tests: reduction across samples.

* add a note on the space.

* sort importats.

* fix: reduction in loss computation.

* chore: align loss function with that of NER.

* chore: correct utils/documentation_tests.txt
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

* chore: simplify the interpolation of logits in loss computation.

* chore: return transposed logits when return_dict=False.

* chore: add link to the tf fine-tuning repo.

* address pr comments.

* address niels's comments.

* remove from_pt=True since tf weights are in.

* remove comment from pt model.

* address niels's comments.
Co-authored-by: matt <rocketknight1@gmail.com>
Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>

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

* Add 'accelerate' to _toctree file

* Fix 'training with a nb' title
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Add Italian translation of the doc file model_sharing.mdx

* Fix style

* Fix typo

* Update docs/source/it/_toctree.yml
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Run_scripts Italian translation gh-17459

* Updated run_scripts gh-17642

* Updated run_scripts gh-17642

Made the text more gender-neutral.
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* added debugging.mdx

* updated debugging.mdx

* updated translation

* updated translation debugging

* translated debugging

* updated _toctree.yml

* More informative error message

* raise dynamic error

* remove_excess_nesting application

* incorrect shape assertion for collator & function to remove excess nesting from DatasetDict

* formatting

* eliminating datasets import

* removed and relocated remove_excess_nesting to the datasets library and updated docs accordingly

* independent assert instructions

* inform user of excess nesting

* Add support for Sagemaker Model Parallel >= 1.10 new checkpoint API

* Support loading checkpoints saved with SMP < 1.10 in SMP < 1.10 and SMP >= 1.10

* Support loading checkpoints saved with SMP >= 1.10 in SMP >= 1.10

* Fix bug and styling

* Update based on reviewer feedback

fix typo

* 📝 first draft of new quicktour

* make style

* 🖍 edit and review

* 🖍 small fixes

* 🖍 only add custom config section

* 🖍 use autoclass instead

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

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

* Adding OPTForSeqClassification class

* Fix import issues

* Add documentation for optforseqclassification

* Remove checkout

* fix failing tests

* fix typo

* Fix code formatting

* Incorporating the PR feedbacks

* Incorporate PR Feedbacks

* Fix failing test and add new test for multi label setup

* Fix formatting issue

* Fix failing tests

* Fix formatting issues

* Fix failing tests

* Fix failing tests

* Fix failing tests

* Fix failing tests

* PR feedback

* Fix docstrings

* Fix legacy issue

* up

* apply suggestions

* up

* quality

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

* Reduce console spam when using the KerasMetricCallback

* Switch to predict_on_batch to improve performance

* Fix TF GPT-J tests

* add try/finally block

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

* Initial work

* More work

* Add tests for custom pipelines on the Hub

* Protect import

* Make the test work for TF as well

* Last PyTorch specific bit

* Add documentation

* Style

* Title in toc

* Bad names!

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

* Auto stash before merge of "custom_pipeline" and "origin/custom_pipeline"

* Address review comments

* Address more review comments

* Update src/transformers/pipelines/__init__.py
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* add first generation tutorial

* [from_pretrained] Allow loading models from subfolders

* remove gen file

* add doc strings

* allow download from subfolder

* add tests

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

* apply comments

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

* Update docs README with instructions on locally previewing docs

* Add instructions to install `watchdog` before previewing the docs

* remove use_auth_token from from_config

* restore use_auth_token from_pretrained run_t5_mlm_flax

* FSDP integration enhancements and fixes

* resolving comments

* fsdp fp16 mixed precision requires `ShardedGradScaler`

* added training.mdx

* updated training.mdx

* updated training.mdx

* updated training.mdx

* updated _toctree.yml

* fixed typos after review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* minor fixes

- add correct revision
- corrected dosctring for test
- removed a test

* contrib credits
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
Co-authored-by: Nouamane Tazi <nouamane98@gmail.com>
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
Co-authored-by: Nouamane Tazi <nouamane98@gmail.com>

* added multilingual.mdx

* updated multilingual.mdx

* italian translation multilingual.mdx

* updated _toctree.yml

* fixed typos _toctree.yml

* fixed typos after review

* fixed error after review

* updated _toctree.yml

* added preprocessing

* updated preprocessing.mdx

* updated preprocessing.mdx

updated after review

Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

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

* [HPO] update to sigopt new experiment api
* follow https://docs.sigopt.com/experiments

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* [HPO] use new API if sigopt version >= 8.0.0
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>