GitLab

* document MoE model approach

* additional info from Samyam

* fix

* [doc] bf16/tf32 guide

* expand

* expand

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

* Add integration test

* Fix typo

* First draft

* More improvements

* Improve conversion script

* Fix init weights for layer norm

* Fix correct model for conversion script

* Don't tie input and output embeddings

* Add print statements for debugging

* Add print statements for debugging

* Fix vocab size of model

* Improve documentation, remove fast tokenizer

* Add ImageGPTForImageClassification, improve docs

* Fix docs issue

* Set verbosity level back to info

* Improve tests

* Fix tests and add figure

* Delete tokenizer file

* Remove ImageGPTTokenizer from init files

* Remove ImageGPTLayer from init files

* Remove ImageGPT tokenizer from docs

* First draft of ImageGPTFeatureExtractor

* Fix typo

* Fix bug

* More improvements

* Apply suggestions from code review, add tests for feature extractor

* Fix layernorm

* Update save_pretrained method

* Fix issue

* Make all tests of ImageGPTFeatureExtractor pass

* Update code examples

* Rename model inputs to pixel_values

* Improve code examples

* Update init_weights to post_init

* Fix post_init

* Update TP parallel GEMM image

* Delete parallelism-tp-parallel_gemm.png

* Update parallelism-tp-parallel_gemm.png

* wip

* complete the doc

* missing img

* improve

* correction

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

* Add course banner

* Update course banner

* add big bird

* change teacher to mentor

* add proposal template

* adapt template

* delete old template

* correct some links

* finish template

* create big bird from template

* add big bird

* improve boxes

* finish boxes

* add pointers for BigBird

* finish big bird

* up

* up

* up

* up

* apply lysandres and sylvains suggestions

* delete bogus file

* correct markdown

* try different style

* try different style

* finalize

* add new model logic

* fix docs

* change structure

* improve add_new_model

* push new changes

* up

* up

* correct spelling

* improve docstring

* correct line length

* update readme

* correct links

* correct typos

* only add rst file for now

* Apply suggestions from code review 1
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>

* Apply suggestions from code review
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Stefan Schweter <stefan@schweter.it>
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>

* Apply suggestions from code review
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Pierric Cistac <Pierrci@users.noreply.github.com>

* finish adding all suggestions

* make style

* apply Niels feedback

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

* apply sylvains suggestions
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Bram Vanroy <Bram.Vanroy@UGent.be>
Co-authored-by: Stefan Schweter <stefan@schweter.it>
Co-authored-by: Pierric Cistac <Pierrci@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* add first draft ppl guide

* upload imgs

* expand on strides

* ref typo

* rm superfluous past var

* add tokenization disclaimer

* Add model summary

* Add link to pretrained models