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Kashif Rasul 5cd16f01db time series forecasting model (#17965) 
* initial files

* initial model via cli

* typos

* make a start on the model config

* ready with configuation

* remove tokenizer ref.

* init the transformer

* added initial model forward to return dec_output

* require gluonts

* update dep. ver table and add as extra

* fixed typo

* add type for prediction_length

* use num_time_features

* use config

* more config

* typos

* opps another typo

* freq can be none

* default via transformation is 1

* initial transformations

* fix imports

* added transform_start_field

* add helper to create pytorch dataloader

* added inital val and test data loader

* added initial distr head and loss

* training working

* remove TimeSeriesTransformerTokenizer

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/__init__.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fixed copyright

* removed docs

* remove time series tokenizer

* fixed docs

* fix text

* fix second

* fix default

* fix order

* use config directly

* undo change

* fix comment

* fix year

* fix import

* add additional arguments for training vs. test

* initial greedy inference loop

* fix inference

* comment out token inputs to enc dec

* Use HF encoder/decoder

* fix inference

* Use Seq2SeqTSModelOutput output

* return Seq2SeqTSPredictionOutput

* added default arguments

* fix return_dict true

* scale is a tensor

* output static_features for inference

* clean up some unused bits

* fixed typo

* set return_dict if none

* call model once for both train/predict

* use cache if future_target is none

* initial generate func

* generate arguments

* future_time_feat is required

* return SampleTSPredictionOutput

* removed unneeded classes

* fix when params is none

* fix return dict

* fix num_attention_heads

* fix arguments

* remove unused shift_tokens_right

* add different dropout configs

* implement FeatureEmbedder, Scaler and weighted_average

* remove gluonts dependency

* fix class names

* avoid _variable names

* remove gluonts dependency

* fix imports

* remove gluonts from configuration

* fix docs

* fixed typo

* move utils to examples

* add example requirements

* config has no freq

* initial run_ts_no_trainer

* remove from ignore

* fix output_attentions and removed unsued getters/setters

* removed unsed tests

* add dec seq len

* add test_attention_outputs

* set has_text_modality=False

* add config attribute_map

* make style

* make fix-copies

* add encoder_outputs to TimeSeriesTransformerForPrediction forward

* Improve docs, add model to README

* added test_forward_signature

* More improvements

* Add more copied from

* Fix README

* Fix remaining quality issues

* updated encoder and decoder

* fix generate

* output_hidden_states and use_cache are optional

* past key_values returned too

* initialize weights of distribution_output module

* fixed more tests

* update test_forward_signature

* fix return_dict outputs

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* removed commented out tests

* added neg. bin and normal output

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* move to one line

* Add docstrings

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* add try except for assert and raise

* try and raise exception

* fix the documentation formatting

* fix assert call

* fix docstring formatting

* removed input_ids from DOCSTRING

* Update input docstring

* Improve variable names

* Update order of inputs

* Improve configuration

* Improve variable names

* Improve docs

* Remove key_length from tests

* Add extra docs

* initial unittests

* added test_inference_no_head test

* added test_inference_head

* add test_seq_to_seq_generation

* make style

* one line

* assert mean prediction

* removed comments

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* fix order of args

* make past_observed_mask optional as well

* added Amazon license header

* updated utils with new fieldnames

* make style

* cleanup

* undo position of past_observed_mask

* fix import

* typo

* more typo

* rename example files

* remove example for now

* Update docs/source/en/_toctree.yml

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

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* Update modeling_time_series_transformer.py

fix style

* fixed typo

* fix typo and grammer

* fix style

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: NielsRogge <niels.rogge1@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-09-30 15:32:59 -04:00
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albert.mdx
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auto.mdx
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bart.mdx
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barthez.mdx
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bartpho.mdx
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beit.mdx
Beit postprocessing (#19099)
2022-09-20 10:41:56 +03:00
bert-generation.mdx
Result of new doc style with fixes (#17015)
2022-04-29 17:42:15 -04:00
bert-japanese.mdx
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bert.mdx
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bertweet.mdx
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big_bird.mdx
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bigbird_pegasus.mdx
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blenderbot-small.mdx
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blenderbot.mdx
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bloom.mdx
Update BLOOM parameter counts (#18531)
2022-08-12 19:36:18 +02:00
bort.mdx
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byt5.mdx
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camembert.mdx
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canine.mdx
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clip.mdx
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2022-04-04 10:25:46 -04:00
codegen.mdx
Add CodeGen model (#17443)
2022-06-24 17:10:38 +02:00
conditional_detr.mdx
Improve conditional detr docs (#19154)
2022-09-22 13:21:05 +02:00
convbert.mdx
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convnext.mdx
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cpm.mdx
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2022-05-02 12:47:39 -04:00
ctrl.mdx
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cvt.mdx
Add CvT (#17299)
2022-05-18 17:47:18 +02:00
data2vec.mdx
Add TFData2VecVision for semantic segmentation (#17271)
2022-06-08 14:03:18 +01:00
deberta-v2.mdx
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2022-05-10 16:21:44 -04:00
deberta.mdx
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decision_transformer.mdx
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deformable_detr.mdx
[fix] Add DeformableDetrFeatureExtractor (#19140)
2022-09-22 09:45:24 +02:00
deit.mdx
Add TF DeiT implementation (#17806)
2022-07-13 18:04:08 +01:00
detr.mdx
Fix Automatic Download of Pretrained Weights in DETR (#17712)
2022-06-21 16:45:35 +02:00
dialogpt.mdx
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distilbert.mdx
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dit.mdx
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donut.mdx
Fix URLs (#18604)
2022-08-12 18:52:49 +02:00
dpr.mdx
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2022-04-04 10:25:46 -04:00
dpt.mdx
Add post_process_semantic_segmentation method to DPTFeatureExtractor (#19107)
2022-09-21 15:15:26 +03:00
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
Rebase ESM PR and update all file formats (#19055)
2022-09-30 14:16:25 +01:00
flaubert.mdx
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2022-04-04 10:25:46 -04:00
flava.mdx
[feat] Add FLAVA model (#16654)
2022-05-11 14:56:48 -07:00
fnet.mdx
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fsmt.mdx
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funnel.mdx
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glpn.mdx
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gpt2.mdx
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gpt_neo.mdx
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gpt_neox_japanese.mdx
Add support for Japanese GPT-NeoX-based model by ABEJA, Inc. (#18814)
2022-09-14 10:17:40 -04:00
gpt_neox.mdx
[WIP] Adding GPT-NeoX-20B (#16659)
2022-05-24 09:31:10 -04:00
gptj.mdx
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2022-04-04 10:25:46 -04:00
groupvit.mdx
[TensorFlow] Adding GroupViT (#18020)
2022-09-29 10:48:04 +01:00
herbert.mdx
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hubert.mdx
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ibert.mdx
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imagegpt.mdx
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layoutlm.mdx
[LayoutLM] Add clarification to docs (#18716)
2022-09-02 14:48:19 +02:00
layoutlmv2.mdx
Correct & Improve Doctests for LayoutLMv2 (#17168)
2022-05-23 08:02:31 -04:00
layoutlmv3.mdx
[LayoutLMv3] Add TensorFlow implementation (#18678)
2022-08-30 11:48:11 +01:00
layoutxlm.mdx
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2022-04-04 10:25:46 -04:00
led.mdx
[LED] fix global_attention_mask not being passed for generation and docs clarification about grad checkpointing (#17112)
2022-05-17 23:44:37 +02:00
levit.mdx
Adding LeViT Model by Facebook (#17466)
2022-06-01 17:06:20 +02:00
longformer.mdx
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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
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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
Add MarkupLM (#19198)
2022-09-30 08:25:43 +02:00
maskformer.mdx
update maskformer docs (#18423)
2022-08-02 18:43:58 +03:00
mbart.mdx
Replace as_target context managers by direct calls (#18325)
2022-07-29 08:09:09 -04:00
mctct.mdx
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megatron_gpt2.mdx
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megatron-bert.mdx
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mluke.mdx
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mobilebert.mdx
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mobilevit.mdx
Add semantic segmentation post-processing method to MobileViT (#19105)
2022-09-23 16:24:28 +03:00
mpnet.mdx
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2022-04-04 10:25:46 -04:00
mt5.mdx
Flax t5 Encoder (#17784)
2022-06-30 00:49:02 +02:00
mvp.mdx
Add MVP model (#17787)
2022-06-29 09:30:55 -04:00
nezha.mdx
Nezha Pytorch implementation (#17776)
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nllb.mdx
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nystromformer.mdx
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openai-gpt.mdx
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opt.mdx
Adding OPTForSeqClassification class (#18123)
2022-07-20 10:14:21 +02:00
owlvit.mdx
fix owlvit tests, update docstring examples (#18586)
2022-08-11 19:10:25 +03:00
pegasus_x.mdx
PEGASUS-X (#18551)
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pegasus.mdx
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perceiver.mdx
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phobert.mdx
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plbart.mdx
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poolformer.mdx
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prophetnet.mdx
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qdqbert.mdx
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rag.mdx
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realm.mdx
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reformer.mdx
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regnet.mdx
TF implementation of RegNets (#17554)
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rembert.mdx
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resnet.mdx
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retribert.mdx
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roberta.mdx
[FlaxBert] Add ForCausalLM (#16995)
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roformer.mdx
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segformer.mdx
Add post_process_semantic_segmentation method to SegFormer (#19072)
2022-09-21 11:40:35 +03:00
sew-d.mdx
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sew.mdx
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speech_to_text_2.mdx
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speech_to_text.mdx
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speech-encoder-decoder.mdx
Replace as_target context managers by direct calls (#18325)
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splinter.mdx
Add support for pretraining recurring span selection to Splinter (#17247)
2022-05-17 23:42:14 +02:00
squeezebert.mdx
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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
t5.mdx
Fix decode_input_ids to bare T5Model and improve doc (#18791)
2022-09-06 14:12:26 +02:00
t5v1.1.mdx
[Doctests] Fix all T5 doc tests (#16646)
2022-04-13 11:36:54 +02:00
tapas.mdx
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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
transfo-xl.mdx
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trocr.mdx
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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)
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van.mdx
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videomae.mdx
Add VideoMAE (#17821)
2022-08-04 18:02:55 +02:00
vilt.mdx
Add ViltForTokenClassification e.g. for Named-Entity-Recognition (NER) (#17924)
2022-07-26 10:11:32 +02:00
vision-encoder-decoder.mdx
[EncoderDecoder] Improve docs (#18271)
2022-07-27 10:08:59 +02:00
vision-text-dual-encoder.mdx
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visual_bert.mdx
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vit_mae.mdx
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vit_msn.mdx
MSN (Masked Siamese Networks) for ViT (#18815)
2022-09-22 07:15:03 -04:00
vit.mdx
Improve vision models docs (#19103)
2022-09-19 19:22:34 +02:00
wav2vec2_phoneme.mdx
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wav2vec2-conformer.mdx
[Wav2Vec2Conformer] Official release (#17709)
2022-06-15 18:34:15 +02:00
wav2vec2.mdx
Replace as_target context managers by direct calls (#18325)
2022-07-29 08:09:09 -04:00
wavlm.mdx
Add Wav2Vec2Conformer (#16812)
2022-05-17 00:43:16 +02:00
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
xlm-prophetnet.mdx
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xlm.mdx
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xlnet.mdx
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xlsr_wav2vec2.mdx
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yolos.mdx
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yoso.mdx
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