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163ac3d3ee
transformers/docs/source/en/model_doc
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Younes Belkada 163ac3d3ee
Add Switch transformers (#19323) 
* first commit

* add more comments

* add router v1

* clean up

- remove `tf` modeling files

* clean up

- remove `tf` modeling files

* clean up

* v0 routers

* added more router

- Implemented `ExpertsChooseMaskedRouter`

- added tests
- 2 more routers to implement

* last router

* improved docstring

- completed the docstring in `router.py`
- added more args in the config

* v0 sparse mlp

* replace wrong naming

* forward pass run

* update MOE layer

* small router update

* fixup

* consistency

* remove scatter router

* remove abstract layer

* update test and model for integration testing

* v1 conversion

* update

* hardcode hack

* all keys match

* add gin conversion, without additional libraries

* update conversion sctipy

* delete router file

* update tests wrt router deletion

* fix router issues

* update expert code

* update, logits match, code needsREFACTORING

* Refactor code

Co-authored-by: Younes Belkada <younesbelkada@users.noreply.github.com>

* add generate tests

Co-authored-by: younesbelkada <younesbelkada@gmail.com>

* add support for router loss

Co-authored-by: Younes Belkada <younesbelkada@users.noreply.github.com>

* fix forward error

* refactor a bit

* remove `FlaxSwitchTransformers` modules

* more tests pass

* Update code

Co-authored-by: Younes Belkada <younesbelkada@users.noreply.github.com>

* fixup

* fix tests

* fix doc

* fix doc + tokenization

* fix tokenizer test

* fix test

* fix loss output

* update code for backward pass

* add loss support

* update documentation

* fix documentation, clean tokenizer

* more doc fix, cleanup example_switch

* fix failing test

* fix test

* fix test

* fix loss issue

* move layer

* update doc and fix router capacity usage

* fixup

* add sparse mlp index for documentation on hub

* fixup

* test sparse mix architecture

* Apply suggestions from code review

* Update docs/source/en/model_doc/switch_transformers.mdx

* fixup on update

* fix tests

* fix another test

* attempt fix

* Update src/transformers/models/switch_transformers/configuration_switch_transformers.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/models/switch_transformers/convert_switch_transformers_original_flax_checkpoint_to_pytorch.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* try

* all tests pass

* fix jitter noise

* Apply suggestions from code review

* doc tests pass

* Update src/transformers/models/switch_transformers/modeling_switch_transformers.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/models/switch_transformers/modeling_switch_transformers.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* remove assert

* change config order

* fix readme japanese

* Apply suggestions from code review

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

* remove parallelizable tests + add one liners

* remove ONNX config

* fix nits

- add `T5Tokenizer` in auto mapping
- remove `Switch Transformers` from ONNX supported models

* remove `_get_router`

* remove asserts

* add check in test for `router_dtype`

* add `SwitchTransformersConfig` in `run_pipeline_test`

* Update tests/pipelines/test_pipelines_summarization.py

* add huge model conversion script

* fix slow tests

- add better casting for `Linear8bitLt`
- remove `torchscript` tests

* add make dir

* style on new script

* fix nits

- doctest
- remove `_keys_to_ignore_on_load_unexpected`

* Update src/transformers/models/switch_transformers/configuration_switch_transformers.py

* add google as authors

* fix year

* remove last `assert` statements

* standardize vertical spaces

* fix failing import

* fix another failing test

* Remove strange àuthorized_keys`

* removing todo and padding that is never used

Co-authored-by: Arthur Zucker <arthur.zucker@gmail.com>
Co-authored-by: ybelkada <younes@huggingface.co>
Co-authored-by: Younes Belkada <younesbelkada@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Arthur Zucker <arthur@huggingface.co>
2022-11-15 13:06:45 +01:00
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albert.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
auto.mdx AutoImageProcessor (#20111) 2022-11-08 19:54:41 +00:00
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barthez.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
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bert.mdx Add BERT resources (#19852) 2022-11-01 11:09:53 -07:00
bertweet.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
big_bird.mdx Update documentation on seq2seq models with absolute positional embeddings, to be in line with Tips section for BERT and GPT2 (#20068) 2022-11-04 11:32:44 -04:00
bigbird_pegasus.mdx Update documentation on seq2seq models with absolute positional embeddings, to be in line with Tips section for BERT and GPT2 (#20068) 2022-11-04 11:32:44 -04:00
blenderbot-small.mdx Update documentation on seq2seq models with absolute positional embeddings, to be in line with Tips section for BERT and GPT2 (#20068) 2022-11-04 11:32:44 -04:00
blenderbot.mdx Update documentation on seq2seq models with absolute positional embeddings, to be in line with Tips section for BERT and GPT2 (#20068) 2022-11-04 11:32:44 -04:00
bloom.mdx docs: Resolve many typos in the English docs (#20088) 2022-11-07 09:19:04 -05:00
bort.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
byt5.mdx [Doctests] Fix all T5 doc tests (#16646) 2022-04-13 11:36:54 +02:00
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clipseg.mdx [CLIPSeg] Add resources (#20118) 2022-11-09 18:31:22 +01:00
codegen.mdx Add CodeGen model (#17443) 2022-06-24 17:10:38 +02:00
conditional_detr.mdx [Conditional, Deformable DETR] Add postprocessing methods (#19709) 2022-10-31 08:28:44 +01:00
convbert.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
convnext.mdx AutoImageProcessor (#20111) 2022-11-08 19:54:41 +00:00
cpm.mdx Allow all imports from transformers (#17050) 2022-05-02 12:47:39 -04:00
ctrl.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
cvt.mdx [CvT] Tensorflow implementation (#18597) 2022-10-11 18:16:52 +01:00
data2vec.mdx Add TFData2VecVision for semantic segmentation (#17271) 2022-06-08 14:03:18 +01:00
deberta-v2.mdx Add DebertaV2ForMultipleChoice (#17135) 2022-05-10 16:21:44 -04:00
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deit.mdx AutoImageProcessor (#20111) 2022-11-08 19:54:41 +00:00
detr.mdx fix docs example, add object_detection to DETR docs (#19377) 2022-10-07 00:02:26 +02:00
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electra.mdx [FlaxBert] Add ForCausalLM (#16995) 2022-05-03 11:26:19 +02:00
encoder-decoder.mdx [EncoderDecoder] Improve docs (#18271) 2022-07-27 10:08:59 +02:00
ernie.mdx add task_type_id to BERT to support ERNIE-2.0 and ERNIE-3.0 models (#18686) 2022-09-09 07:36:46 -04:00
esm.mdx Add ESMFold (#19977) 2022-10-31 21:32:58 -04:00
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gpt_neox.mdx [WIP] Adding GPT-NeoX-20B (#16659) 2022-05-24 09:31:10 -04:00
gpt2.mdx docs: Resolve many typos in the English docs (#20088) 2022-11-07 09:19:04 -05:00
gptj.mdx Generate: move generation_*.py src files into generation/*.py (#20096) 2022-11-09 15:34:08 +00:00
groupvit.mdx [TensorFlow] Adding GroupViT (#18020) 2022-09-29 10:48:04 +01:00
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imagegpt.mdx AutoImageProcessor (#20111) 2022-11-08 19:54:41 +00:00
jukebox.mdx Add Jukebox model (replaces #16875) (#17826) 2022-11-10 21:05:27 +01:00
layoutlm.mdx [LayoutLM] Add clarification to docs (#18716) 2022-09-02 14:48:19 +02:00
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led.mdx Update documentation on seq2seq models with absolute positional embeddings, to be in line with Tips section for BERT and GPT2 (#20068) 2022-11-04 11:32:44 -04:00
levit.mdx AutoImageProcessor (#20111) 2022-11-08 19:54:41 +00:00
lilt.mdx Add docs (#19729) 2022-10-18 17:42:46 +02:00
longformer.mdx docs: Resolve many typos in the English docs (#20088) 2022-11-07 09:19:04 -05:00
longt5.mdx Update longt5.mdx (#18634) 2022-08-16 10:20:46 -05:00
luke.mdx Adding fine-tuning models to LUKE (#18353) 2022-08-01 11:09:47 -04:00
lxmert.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
m2m_100.mdx Fix m2m_100.mdx doc example missing labels (#19149) 2022-09-29 13:27:58 +02:00
marian.mdx Replace as_target context managers by direct calls (#18325) 2022-07-29 08:09:09 -04:00
markuplm.mdx Fix doctest for MarkupLM (#19845) 2022-10-24 17:54:23 +02:00
maskformer.mdx Add doc tests (#20158) 2022-11-10 15:25:30 +01:00
mbart.mdx Replace as_target context managers by direct calls (#18325) 2022-07-29 08:09:09 -04:00
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nezha.mdx Nezha Pytorch implementation (#17776) 2022-06-23 12:36:22 -04:00
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opt.mdx Add OPTForQuestionAnswering (#19402) 2022-10-10 09:30:59 -04:00
owlvit.mdx fix owlvit tests, update docstring examples (#18586) 2022-08-11 19:10:25 +03:00
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prophetnet.mdx Update documentation on seq2seq models with absolute positional embeddings, to be in line with Tips section for BERT and GPT2 (#20068) 2022-11-04 11:32:44 -04:00
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roberta.mdx Add RoBERTa resources (#19911) 2022-10-27 11:33:15 -07:00
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speech_to_text_2.mdx Generate: move generation_*.py src files into generation/*.py (#20096) 2022-11-09 15:34:08 +00:00
speech_to_text.mdx Fix some doctests after PR 15775 (#20036) 2022-11-03 14:18:45 +01:00
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splinter.mdx docs: Resolve many typos in the English docs (#20088) 2022-11-07 09:19:04 -05:00
squeezebert.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
swin.mdx Add Tensorflow Swin model (#16988) 2022-05-16 22:19:53 +01:00
swinv2.mdx Add swin transformer v2 (#17469) 2022-07-27 11:14:47 -04:00
switch_transformers.mdx Add Switch transformers (#19323) 2022-11-15 13:06:45 +01:00
t5.mdx Generate: move generation_*.py src files into generation/*.py (#20096) 2022-11-09 15:34:08 +00:00
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table-transformer.mdx Add docs (#19729) 2022-10-18 17:42:46 +02:00
tapas.mdx Fix tapas scatter (#20149) 2022-11-14 01:04:26 -05:00
tapex.mdx Add TAPEX (#16473) 2022-04-08 10:57:51 +02:00
time_series_transformer.mdx time series forecasting model (#17965) 2022-09-30 15:32:59 -04:00
trajectory_transformer.mdx Add trajectory transformer (#17141) 2022-05-17 19:07:43 -04:00
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ul2.mdx Add UL2 (just docs) (#17740) 2022-06-21 10:24:50 +02:00
unispeech-sat.mdx Add Wav2Vec2Conformer (#16812) 2022-05-17 00:43:16 +02:00
unispeech.mdx Add Wav2Vec2Conformer (#16812) 2022-05-17 00:43:16 +02:00
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vision-encoder-decoder.mdx [EncoderDecoder] Improve docs (#18271) 2022-07-27 10:08:59 +02:00
vision-text-dual-encoder.mdx docs: Resolve many typos in the English docs (#20088) 2022-11-07 09:19:04 -05:00
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vit_mae.mdx Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
vit_msn.mdx MSN (Masked Siamese Networks) for ViT (#18815) 2022-09-22 07:15:03 -04:00
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wavlm.mdx Add Wav2Vec2Conformer (#16812) 2022-05-17 00:43:16 +02:00
whisper.mdx Generate: move generation_*.py src files into generation/*.py (#20096) 2022-11-09 15:34:08 +00:00
xclip.mdx Improve vision models docs (#19103) 2022-09-19 19:22:34 +02:00
xglm.mdx Add TF implementation of XGLMModel (#16543) 2022-08-24 10:51:05 +01:00
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