Sukriti Sharma 471958b620 Add GraniteMoeHybrid support for 4.0 (#37658) ...

* initial config and MLA layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* first pass at decoder

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* completion of layers

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* modeling class

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* adding hybrid class to imports

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix imports granitemoehybrid

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix granitehybrid imports

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix granitehybrid import

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix generated modeling file

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* add some comments

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* minor fixes in layers

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* add sharedMLP layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* correct layer names

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fixes in mamba config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix mamba config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* change name of MLP layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix seq mizer layers

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* correct mamba config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fixes in param names

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* enable hybrid model

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* update config

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix config granite hybrid

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix attention layer

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* cleanup to re-use mamba code

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* keep layer types

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* attention bias cleanup

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* update mamba layer name

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* first pass at tests

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* first pass at tests

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* use granite attention

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix: self attn weights

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* pass at making pos_emb optional

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* initialize self_attn only as needed

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* overwrite forward to create HybridMambaCache

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* Log invalid layer types

* Add attention outputs test

* Only emit attentions/logits if not None

* Fix config test hidden size divisibility

* mark granitmoehybrid as stateful

* Initialize mamba convolutional layers

* Formatting fixes

* config docstring, removed some unused attrs

* Fix missing arg in models test

* Fix create and check decoder model test

* support logits to keep in granitemoe

* regen to pass logits_to_keep

* Allow None or rope

* Fix gradient checkpointing

* Add granitemoehybrid as special cache for generate check

* Remove unused MLA refs

* Fix mamba layer mask

* Remove logits to keep from config

* Minor docstring nits

* Update licenses

* Enable cache by default

* map layer types to layer block type

* First pass at granite moe hybrid docs

* Ignore granite moe hybrid in valid checkpoint check

* Align attention interfaces

* regenerate modular granitemoeshared attention interface

* Align granite moe hybrid attn interface

* run formatting

* Handle mamba initialization

* avoid conditional attr defs

* Move hybrid layer validation to config

* Add placeholder integration tests

* Docs nits / Update model names

* Clean up forward conditions

* Use gradient checkpointing layer

* Remove some copied bamba tests + inherit

align test init

delete more tests

Use common layer init with bamba tests

finish test consolidation

* avoid redundant intermediate std var

* use @can_return_tuple

* Remove unused moe state

* make skipped test names consistent

* Fix docstring order

* Add missing toc

* Always create the shared mlp

* Fix name in docstring

* link preview model in docs

---------

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>
Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com>

2025-05-06 06:47:43 +02:00

..

albert.md

[docs] Redesign (#31757)

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align.md

[docs] Redesign (#31757)

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altclip.md

[docs] Redesign (#31757)

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aria.md

[docs] Redesign (#31757)

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audio-spectrogram-transformer.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

auto.md

Add auto model for image-text-to-text (#32472)

2024-10-08 14:26:43 +02:00

autoformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

aya_vision.md

Add aya (#36521)

2025-03-04 12:24:33 +01:00

bamba.md

[docs] Redesign (#31757)

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bark.md

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bart.md

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barthez.md

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bartpho.md

[docs] Redesign (#31757)

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beit.md

[docs] Redesign (#31757)

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bert-generation.md

[docs] Redesign (#31757)

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bert-japanese.md

[docs] Redesign (#31757)

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bert.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

bertweet.md

[docs] Redesign (#31757)

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big_bird.md

[docs] Redesign (#31757)

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bigbird_pegasus.md

[docs] Redesign (#31757)

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biogpt.md

[docs] Redesign (#31757)

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bit.md

Add ImageProcessorFast to BiT processor (#37180)

2025-04-14 17:07:48 +02:00

bitnet.md

Add Bitnet model (#37742)

2025-04-28 15:08:46 +02:00

blenderbot-small.md

[docs] Redesign (#31757)

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blenderbot.md

[docs] Redesign (#31757)

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blip-2.md

[docs] Redesign (#31757)

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blip.md

Simplify soft dependencies and update the dummy-creation process (#36827)

2025-04-11 11:08:36 +02:00

bloom.md

[docs] Redesign (#31757)

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bort.md

[docs] Redesign (#31757)

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bridgetower.md

Bridgetower fast image processor (#37373)

2025-04-16 22:39:18 +02:00

bros.md

[docs] Redesign (#31757)

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byt5.md

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camembert.md

[docs] Redesign (#31757)

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canine.md

[docs] Redesign (#31757)

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chameleon.md

[docs] Redesign (#31757)

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chinese_clip.md

Add Fast Chinese-CLIP Processor (#37012)

2025-04-15 18:31:20 +02:00

clap.md

[docs] Redesign (#31757)

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clip.md

Updated the model card for CLIP (#37040)

2025-04-02 14:57:38 -07:00

clipseg.md

[docs] Redesign (#31757)

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clvp.md

[docs] Redesign (#31757)

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code_llama.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

codegen.md

[docs] Redesign (#31757)

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cohere2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

cohere.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

colpali.md

Refactor ColPali model documentation (#37309)

2025-04-15 13:52:11 -07:00

conditional_detr.md

Add Fast Conditional-DETR Processor (#37071)

2025-04-15 18:33:34 +02:00

convbert.md

[docs] Redesign (#31757)

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convnext.md

[docs] Redesign (#31757)

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convnextv2.md

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cpm.md

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cpmant.md

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ctrl.md

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cvt.md

[docs] Redesign (#31757)

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d_fine.md

Add D-FINE Model into Transformers (#36261)

2025-04-29 12:17:55 +01:00

dab-detr.md

[docs] Redesign (#31757)

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dac.md

[docs] Redesign (#31757)

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data2vec.md

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dbrx.md

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deberta-v2.md

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deberta.md

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decision_transformer.md

[docs] Redesign (#31757)

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deepseek_v3.md

[WIP] add deepseek-v3 (#35926)

2025-03-28 15:56:59 +01:00

deformable_detr.md

[docs] Redesign (#31757)

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deit.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

deplot.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

depth_anything_v2.md

Add post_process_depth_estimation to image processors and support ZoeDepth's inference intricacies (#32550)

2024-10-22 15:50:54 +02:00

depth_anything.md

Update model card for Depth Anything (#37065)

2025-04-04 11:36:05 -07:00

depth_pro.md

fix typos in the docs directory (#36639)

2025-03-11 09:41:41 -07:00

deta.md

[docs] Redesign (#31757)

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detr.md

[docs] Redesign (#31757)

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dialogpt.md

[docs] Redesign (#31757)

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diffllama.md

[docs] Redesign (#31757)

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dinat.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

dinov2_with_registers.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

dinov2.md

Add usage example for DINOv2 (#37398)

2025-05-01 08:54:22 -07:00

distilbert.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

dit.md

[docs] Redesign (#31757)

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donut.md

Add Fast Image Processor for Donut (#37081)

2025-04-14 16:24:01 +02:00

dpr.md

[docs] Redesign (#31757)

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dpt.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

efficientformer.md

[docs] Redesign (#31757)

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efficientnet.md

Add EfficientNet Image PreProcessor (#37055)

2025-04-16 21:59:24 +02:00

electra.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

emu3.md

[docs] Redesign (#31757)

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encodec.md

[docs] Redesign (#31757)

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encoder-decoder.md

[docs] Redesign (#31757)

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ernie_m.md

[docs] Redesign (#31757)

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ernie.md

[docs] Redesign (#31757)

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esm.md

[docs] Redesign (#31757)

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falcon3.md

[docs] Redesign (#31757)

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falcon_mamba.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

falcon.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

fastspeech2_conformer.md

[docs] Redesign (#31757)

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flan-t5.md

[docs] Redesign (#31757)

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flan-ul2.md

[docs] Redesign (#31757)

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flaubert.md

[docs] Redesign (#31757)

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flava.md

Add Fast Image Processor for Flava (#37135)

2025-04-14 15:05:31 +02:00

fnet.md

[docs] Redesign (#31757)

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focalnet.md

[docs] Redesign (#31757)

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fsmt.md

[Docs] Model_doc structure/clarity improvements (#26876)

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funnel.md

[docs] Redesign (#31757)

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fuyu.md

[docs] Redesign (#31757)

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gemma2.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

gemma3.md

fixed gemma3 collection path pointing to llama 2 collection. (#37899)

2025-04-30 12:50:54 -07:00

gemma.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

git.md

[docs] Redesign (#31757)

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glm4.md

Add glm4 (#37388)

2025-04-09 14:02:04 +02:00

glm.md

[docs] Redesign (#31757)

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glpn.md

[docs] Redesign (#31757)

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got_ocr2.md

[docs] Redesign (#31757)

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gpt2.md

Aligning modling code for GPT2 to work with vLLM (fallback) (#36934)

2025-05-02 09:55:16 +02:00

gpt_bigcode.md

[docs] Redesign (#31757)

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gpt_neo.md

[docs] Redesign (#31757)

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gpt_neox_japanese.md

[docs] Redesign (#31757)

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gpt_neox.md

[docs] Redesign (#31757)

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gpt-sw3.md

[docs] Redesign (#31757)

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gptj.md

[docs] Redesign (#31757)

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gptsan-japanese.md

[docs] Redesign (#31757)

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granite_speech.md

Add Granite Speech Support (#36801)

2025-04-11 18:52:00 +02:00

granite.md

[docs] Redesign (#31757)

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granitemoe.md

[docs] Redesign (#31757)

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granitemoehybrid.md

Add GraniteMoeHybrid support for 4.0 (#37658)

2025-05-06 06:47:43 +02:00

granitemoeshared.md

add shared experts for upcoming Granite 4.0 language models (#35894)

2025-02-14 16:55:28 +01:00

granitevision.md

Update Granite Vision Model Path / Tests (#35998)

2025-02-03 20:06:03 +01:00

graphormer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

grounding-dino.md

Add Fast Grounding-Dino Processor (#37108)

2025-04-16 12:26:08 +02:00

groupvit.md

[docs] Redesign (#31757)

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helium.md

[docs] Redesign (#31757)

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herbert.md

[docs] Redesign (#31757)

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hgnet_v2.md

Add D-FINE Model into Transformers (#36261)

2025-04-29 12:17:55 +01:00

hiera.md

[docs] Redesign (#31757)

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hubert.md

[MINOR:TYPO] Update hubert.md (#36733)

2025-03-17 09:07:51 -07:00

ibert.md

[docs] Redesign (#31757)

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idefics2.md

[docs] Redesign (#31757)

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idefics3.md

[docs] Redesign (#31757)

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idefics.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

ijepa.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

imagegpt.md

[docs] Redesign (#31757)

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informer.md

[docs] Redesign (#31757)

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instructblip.md

[docs] Redesign (#31757)

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instructblipvideo.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

internvl.md

[internvl] fix chat template (#37656)

2025-04-23 16:56:36 +02:00

jamba.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

janus.md

Add Janus model (#36053)

2025-04-17 09:18:51 +02:00

jetmoe.md

[docs] Redesign (#31757)

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jukebox.md

[docs] Redesign (#31757)

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kosmos-2.md

[docs] Redesign (#31757)

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layoutlm.md

[docs] Redesign (#31757)

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layoutlmv2.md

Add Fast Image Processor for LayoutLMv2 (#37203)

2025-04-14 15:06:41 +02:00

layoutlmv3.md

Add Fast Image Processor for LayoutLMv3 (#37201)

2025-04-14 15:42:11 +02:00

layoutxlm.md

[docs] Redesign (#31757)

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led.md

[docs] Redesign (#31757)

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levit.md

Add Fast LeViT Processor (#37154)

2025-04-14 17:07:36 +02:00

lilt.md

[docs] Redesign (#31757)

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llama2.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

llama3.md

[docs] Redesign (#31757)

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llama4.md

Add llama4 (#37307)

2025-04-05 22:02:22 +02:00

llama.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

llava_next_video.md

fix typos in the docs directory (#36639)

2025-03-11 09:41:41 -07:00

llava_next.md

[docs] Redesign (#31757)

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llava_onevision.md

[docs] Redesign (#31757)

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llava.md

[docs] Redesign (#31757)

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longformer.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

longt5.md

[docs] Redesign (#31757)

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luke.md

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lxmert.md

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m2m_100.md

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madlad-400.md

[docs] Redesign (#31757)

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mamba2.md

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mamba.md

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marian.md

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markuplm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mask2former.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

maskformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

matcha.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mbart.md

Updated model card for mbart and mbart50 (#37619)

2025-04-22 12:26:47 -07:00

mctct.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mega.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

megatron_gpt2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

megatron-bert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mgp-str.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mimi.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mistral3.md

Fix Mistral3 tests (#36797)

2025-03-18 13:08:12 -04:00

mistral.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

mixtral.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mlcd.md

Add MLCD model (#36182)

2025-04-15 11:33:09 +01:00

mllama.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mluke.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mms.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mobilebert.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

mobilenet_v1.md

Add Fast Image Processor for MobileNetV1 (#37111)

2025-04-23 15:55:41 -04:00

mobilenet_v2.md

Add Fast Mobilenet-V2 Processor (#37113)

2025-04-14 17:08:47 +02:00

mobilevit.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mobilevitv2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

modernbert.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

moonshine.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

moshi.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mpnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mpt.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mra.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mt5.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

musicgen_melody.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

musicgen.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

mvp.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

myt5.md

[WIP] Add Tokenizer for MyT5 Model (#31286)

2024-10-06 10:33:16 +02:00

nat.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

nemotron.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

nezha.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

nllb-moe.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

nllb.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

nougat.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

nystromformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

olmo2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

olmo.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

olmoe.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

omdet-turbo.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

oneformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

open-llama.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

openai-gpt.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

opt.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

owlv2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

owlvit.md

Add Fast owlvit Processor (#37164)

2025-04-14 17:58:09 +02:00

paligemma.md

[docs] Attention mask image (#36970)

2025-03-26 10:11:34 -07:00

patchtsmixer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

patchtst.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

pegasus_x.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

pegasus.md

Remove research projects (#36645)

2025-03-11 13:47:38 +00:00

perceiver.md

Add Fast Image Processor for Perceiver (#37176)

2025-04-14 13:49:13 +02:00

persimmon.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

phi3.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

phi4_multimodal.md

Update Phi4 converter (#37594)

2025-04-17 23:08:24 +02:00

phi.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

phimoe.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

phobert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

pix2struct.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

pixtral.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

plbart.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

poolformer.md

Add Fast Image Processor for PoolFormer (#37182)

2025-04-23 15:55:33 -04:00

pop2piano.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

prompt_depth_anything.md

Add Prompt Depth Anything Model (#35401)

2025-03-20 16:12:44 +00:00

prophetnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

pvt_v2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

pvt.md

Add Fast PVT Processor (#37204)

2025-04-23 15:55:20 -04:00

qdqbert.md

Remove research projects (#36645)

2025-03-11 13:47:38 +00:00

qwen2_5_omni.md

[doc] fix the code examples in qwen doc (#37803)

2025-04-28 11:56:32 +01:00

qwen2_5_vl.md

Fix qwen2-vl-docs. (#37879)

2025-04-30 13:32:21 +01:00

qwen2_audio.md

[qwen2 audio] remove redundant code and update docs (#36282)

2025-03-20 10:54:51 +00:00

qwen2_moe.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

qwen2_vl.md

[qwen-vl] Standardize config (#37268)

2025-04-17 09:38:12 +02:00

qwen2.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

qwen3_moe.md

Adding Qwen3 and Qwen3MoE (#36878)

2025-03-31 09:50:49 +02:00

qwen3.md

Adding Qwen3 and Qwen3MoE (#36878)

2025-03-31 09:50:49 +02:00

rag.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

realm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

recurrent_gemma.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

reformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

regnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

rembert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

resnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

retribert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

roberta-prelayernorm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

roberta.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

roc_bert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

roformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

rt_detr_v2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

rt_detr.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

rwkv.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

sam_hq.md

Samhq model addition (#35147)

2025-04-28 19:07:09 +02:00

sam.md

Create and Expose SamVisionModel as public for better accessibility (#36493)

2025-03-31 11:45:07 +02:00

seamless_m4t_v2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

seamless_m4t.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

segformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

seggpt.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

sew-d.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

sew.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

shieldgemma2.md

Adding links to ShieldGemma 2 technical report (#37247)

2025-04-03 16:26:29 +01:00

siglip2.md

chore: update SigLIP2 model card (#37624)

2025-04-25 12:46:17 -07:00

siglip.md

chore: update model card for SigLIP (#37585)

2025-04-18 13:30:41 -07:00

smolvlm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

speech_to_text_2.md

Deprecate low use models (#30781)

2024-05-28 18:07:07 +01:00

speech_to_text.md

chore: Fix typos in docs and examples (#36524)

2025-03-04 13:47:41 +00:00

speech-encoder-decoder.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

speecht5.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

splinter.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

squeezebert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

stablelm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

starcoder2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

superglue.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

superpoint.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

swiftformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

swin2sr.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

swin.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

swinv2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

switch_transformers.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

t5.md

Transformers cli clean command (#37657)

2025-04-30 12:15:43 +01:00

t5v1.1.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

table-transformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

tapas.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

tapex.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

textnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

time_series_transformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

timesfm.md

Add TimesFM Time Series Forecasting Model (#34082)

2025-04-16 15:00:53 +02:00

timesformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

timm_wrapper.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

trajectory_transformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

transfo-xl.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

trocr.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

tvlt.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

tvp.md

chore: Fix typos in docs and examples (#36524)

2025-03-04 13:47:41 +00:00

udop.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

ul2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

umt5.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

unispeech-sat.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

unispeech.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

univnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

upernet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

van.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

video_llava.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

videomae.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

vilt.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

vipllava.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

vision-encoder-decoder.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

vision-text-dual-encoder.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

visual_bert.md

Remove research projects (#36645)

2025-03-11 13:47:38 +00:00

vit_hybrid.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

vit_mae.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

vit_msn.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

vit.md

[docs] Model docs (#36469)

2025-03-21 15:35:22 -07:00

vitdet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

vitmatte.md

Fast image processor for VitMatte added and bug in slow version fixed (#37616)

2025-04-28 14:51:50 -04:00

vitpose.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

vits.md

Update VITS model card (#37335)

2025-04-15 13:16:05 -07:00

vivit.md

Refactor Attention implementation for ViT-based models (#36545)

2025-03-20 15:15:01 +00:00

wav2vec2_phoneme.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

wav2vec2-bert.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

wav2vec2-conformer.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

wav2vec2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

wavlm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

whisper.md

[docs] Model docs (#36469)

2025-03-21 15:35:22 -07:00

xclip.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xglm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlm-prophetnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlm-roberta-xl.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlm-roberta.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlm-v.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlm.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlnet.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xls_r.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xlsr_wav2vec2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

xmod.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

yolos.md

Add Fast Yolos Processor (#37292)

2025-04-15 14:23:08 +02:00

yoso.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

zamba2.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

zamba.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00

zoedepth.md

[docs] Redesign (#31757)

2025-03-03 10:33:46 -08:00