GitLab

* skip some code examples for doctests

* make style

* fix code snippet formatting

* separate code snippet into two blocks

* Starts on a list of external deps required for dev

I've found that I need to install MeCab manually on my AS Mac.

* Generalizes OS nascent dependency list
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Fix XLA fp16 and bf16 error checking

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

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

* [WIP] Skeleton of VisualQuestionAnweringPipeline extended to support LayoutLM-like models

* Fixup

* Use the full encoding

* Basic refactoring to DocumentQuestionAnsweringPipeline

* Cleanup

* Improve args, docs, and implement preprocessing

* Integrate OCR

* Refactor question_answering pipeline

* Use refactored QA code in the document qa pipeline

* Fix tests

* Some small cleanups

* Use a string type annotation for Image.Image

* Update encoding with image features

* Wire through the basic docs

* Handle invalid response

* Handle empty word_boxes properly

* Docstring fix

* Integrate Donut model

* Fixup

* Incorporate comments

* Address comments

* Initial incorporation of tests

* Address Comments

* Change assert to ValueError

* Comments

* Wrap `score` in float to make it JSON serializable

* Incorporate AutoModeLForDocumentQuestionAnswering changes

* Fixup

* Rename postprocess function

* Fix auto import

* Applying comments

* Improve docs

* Remove extra assets and add copyright

* Address comments
Co-authored-by: Ankur Goyal <ankur@impira.com>

* [DeepSpeed] Fix performance degradation in sharded models

* style

* polish
Co-authored-by: Stas Bekman <stas@stason.org>

* remvoe _create_and_check_torch_fx_tracing defined in specific model test files
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Update TF fine-tuning docs

* Fix formatting

* Add some section headers so the right sidebar works better

* Squiggly it

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/training.mdx
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Explain things in the text, not the comments

* Make the two dataset creation methods into a list

* Move the advice about collation out of a <Tip>

* Edits for clarity

* Edits for clarity

* Edits for clarity

* Replace `to_tf_dataset` with `prepare_tf_dataset` in the fine-tuning pages

* Restructure the page a little bit

* Restructure the page a little bit

* Restructure the page a little bit
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

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

* add accelerator.end_training()

Some trackers need this to end their runs.

* fixup and quality

* add space

* add space again ?!?

* add check for scheduled CI

* Add check to other CIs
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Simplify code example

* Add seed

Fix incorrect size of input for 1st strided window length in `Perplexity of fixed-length models` (#18906)

* update the PPL for stride 512

* fix 1st strided window size

* linting

* fix typo

* styling

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

* Further reduce the number of alls to head for cached models/tokenizers/pipelines

* Fix tests

* Address review comments

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

* use tokenizer to output tensor

* add preprocessing for decoder_input_ids for bare T5Model

* add preprocessing to tf and flax

* linting

* linting

* Update src/transformers/models/t5/modeling_flax_t5.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/transformers/models/t5/modeling_tf_t5.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/transformers/models/t5/modeling_t5.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

Co-authored-by: Arun Rajaram <arunrajaram@Aruns-MacBook-Pro.local>

* add position bias head masking if heads pruned

* fix pruning function in t5 encoder

* make style

* make fix-copies

* Revert added folder
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* update the translation

* Add type hints to XLM-Roberta-XL models

* Format

* add first generation tutorial

* [Pegasus X] correct naming

* [Generation] Remove

* bias as a layer

* alias the bias (hah, it rhymes)

* add comment with info

* 📝 update quicktour

* 📝 add trainer section

* 🖍 markdown table, apply feedbacks

* ✨ make style

* add tf training section

* make style

* 📝 first draft

* oops add to toctree

* make style

* 📝 add inference section

* 🖍 make style

* 📝 add images

* 🖍

 apply feedbacks

* remove num_labels and pytorch block

* apply feedbacks, add colab notebook
Co-authored-by: Steven <stevhliu@gmail.com>

* 📝 update docs landing page

* 🖍 apply feedbacks

* apply feedbacks

* apply feedbacks, use <br> for list

* PegasusX Initial commit

* rename

* pegasus X implementation

* pegx update

* pegx fix

* pegasus-x fixes

* pegx updates

* cleanup

* cleanup

* cleanup

* tests

* stylefixes

* Documentation update

* Model hub fix

* cleanup

* update

* update

* testfix

* Check fix

* tweaks for merging

* style

* style

* updates for pr

* style

* change pegasus-x repo

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

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

* Fix number of examples for iterable datasets in multiprocessing

* Add stronger check

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

* Clean up utils.hub using the latest from hf_hub

* Adapt test

* Address review comment

* Fix test