Jinyong Lee 342961f669 Add Fast Image Processor for vilt (#37304) ...

* init vilt image processor fast

* Refactor image processor tests to use loop for all processors

* Add ViltImageProcessorFast with PyTorch-based optimized image processing

* Change made automatically by make fixup command

* Change made automatically by make fix-copies command

* Fix type hints in ViltImageProcessorFast for Python compatibility

* Define constants for image resizing based on COCO dataset aspect ratio

* Add missing property initializations to ViltImageProcessorFast

* Extract resize logic into dedicated method in ViltImageProcessorFast

* Extract padding logic into dedicated method

* Implement shape-based image grouping for optimized processing in Vilt

* Update test suite to verify ViltImageProcessorFast attributes

* Move variable declarations to _preprocess method parameters

* Remove unused parameters

* Rename _resize method to resize to override existing function

* Remove whitespace

* Remove unnecessary type check and conversion for stacked_images

* Remove redundant loop and apply padding directly to stacked images

* Refactor pad function to return images and mask as tuple instead of dict

* Add tests comparing padding masks in slow and fast implementations

* Update ViltImageProcessor tests to ensure compatibility between slow and fast implementations

* Replace add_start_docstrings with auto_docstring in ViltImageProcessorFast

* Move docstrings of custom args to ViltFastImageProcessorKwargs

* Use reorder_images function for both masks and images

---------

Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com>

2025-05-13 15:40:53 +00:00

..

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

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

audio-spectrogram-transformer.md

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

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

auto.md

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +02:00

autoformer.md

[docs] Redesign (#31757)

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

aya_vision.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

bamba.md

[docs] Redesign (#31757)

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bark.md

[docs] Redesign (#31757)

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bart.md

[docs] Redesign (#31757)

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barthez.md

[docs] Redesign (#31757)

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bartpho.md

[docs] Redesign (#31757)

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

beit.md

Fix reduce-labels in BEIT Fast Image Processor (#38042)

2025-05-09 11:51:46 -04:00

bert-generation.md

[docs] Redesign (#31757)

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

bert-japanese.md

[docs] Redesign (#31757)

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

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)

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

biogpt.md

[docs] Redesign (#31757)

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

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)

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

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)

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

bort.md

[docs] Redesign (#31757)

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

bridgetower.md

Bridgetower fast image processor (#37373)

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

bros.md

[docs] Redesign (#31757)

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

byt5.md

[docs] Redesign (#31757)

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camembert.md

[docs] Redesign (#31757)

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canine.md

[docs] Redesign (#31757)

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

chameleon.md

[docs] Redesign (#31757)

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

chinese_clip.md

Add Fast Chinese-CLIP Processor (#37012)

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

clap.md

[docs] Redesign (#31757)

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

clip.md

Updated the model card for CLIP (#37040)

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

clipseg.md

[docs] Redesign (#31757)

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

clvp.md

[docs] Redesign (#31757)

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

code_llama.md

Transformers cli clean command (#37657)

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

codegen.md

[docs] Redesign (#31757)

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

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

[docs] Redesign (#31757)

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cpm.md

[docs] Redesign (#31757)

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cpmant.md

[docs] Redesign (#31757)

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csm.md

Add CSM model (#36719)

2025-05-07 10:20:13 -04:00

ctrl.md

[docs] Redesign (#31757)

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cvt.md

[docs] Redesign (#31757)

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

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

[docs] Redesign (#31757)

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dbrx.md

[docs] Redesign (#31757)

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deberta-v2.md

[docs] Redesign (#31757)

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deberta.md

[docs] Redesign (#31757)

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decision_transformer.md

[docs] Redesign (#31757)

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

deepseek_v3.md

[WIP] add deepseek-v3 (#35926)

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

deformable_detr.md

[docs] Redesign (#31757)

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

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)

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

detr.md

[docs] Redesign (#31757)

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dialogpt.md

[docs] Redesign (#31757)

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diffllama.md

[docs] Redesign (#31757)

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

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)

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

donut.md

Add Fast Image Processor for Donut (#37081)

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

dpr.md

[docs] Redesign (#31757)

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

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

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

encodec.md

[docs] Redesign (#31757)

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

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)

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

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)

2023-11-03 10:57:03 -04:00

funnel.md

[docs] Redesign (#31757)

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fuyu.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

gemma2.md

Transformers cli clean command (#37657)

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

gemma3.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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)

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

got_ocr2.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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)

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

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)

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

gptsan-japanese.md

[docs] Redesign (#31757)

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

granite_speech.md

Add Granite Speech Support (#36801)

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

granite.md

[docs] Redesign (#31757)

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

granitemoe.md

[docs] Redesign (#31757)

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

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)

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

helium.md

[docs] Redesign (#31757)

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

herbert.md

[docs] Redesign (#31757)

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

hgnet_v2.md

Add D-FINE Model into Transformers (#36261)

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

hiera.md

[docs] Redesign (#31757)

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

hubert.md

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

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

ibert.md

[docs] Redesign (#31757)

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

idefics2.md

[docs] Redesign (#31757)

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

idefics3.md

[docs] Redesign (#31757)

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

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)

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

informer.md

[docs] Redesign (#31757)

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

instructblip.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

instructblipvideo.md

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +02:00

internvl.md

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +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)

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

jukebox.md

[docs] Redesign (#31757)

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

kosmos-2.md

[docs] Redesign (#31757)

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

layoutlm.md

[docs] Redesign (#31757)

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

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)

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

led.md

[docs] Redesign (#31757)

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

levit.md

Add Fast LeViT Processor (#37154)

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

lilt.md

[docs] Redesign (#31757)

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

llama2.md

Transformers cli clean command (#37657)

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

llama3.md

[docs] Redesign (#31757)

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

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

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +02:00

llava_next.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

llava_onevision.md

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +02:00

llava.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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

[docs] Redesign (#31757)

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lxmert.md

[docs] Redesign (#31757)

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m2m_100.md

[docs] Redesign (#31757)

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

madlad-400.md

[docs] Redesign (#31757)

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mamba2.md

[docs] Redesign (#31757)

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mamba.md

[docs] Redesign (#31757)

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marian.md

[docs] Redesign (#31757)

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markuplm.md

[docs] Redesign (#31757)

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mask2former.md

[docs] Redesign (#31757)

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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)

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megatron-bert.md

[docs] Redesign (#31757)

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mgp-str.md

[docs] Redesign (#31757)

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mimi.md

[docs] Redesign (#31757)

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

mistral3.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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)

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moshi.md

[docs] Redesign (#31757)

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mpnet.md

[docs] Redesign (#31757)

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mpt.md

[docs] Redesign (#31757)

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mra.md

[docs] Redesign (#31757)

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mt5.md

[docs] Redesign (#31757)

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musicgen_melody.md

[docs] Redesign (#31757)

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musicgen.md

[docs] Redesign (#31757)

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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)

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nezha.md

[docs] Redesign (#31757)

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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

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +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: fix md style (#38057)

2025-05-12 15:56:31 +01:00

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

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +02:00

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

Add Swin2SR ImageProcessorFast (#37169)

2025-05-07 12:20:16 -04:00

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

🔴 Video processors as a separate class (#35206)

2025-05-12 11:55:51 +02:00

videomae.md

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

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

vilt.md

Add Fast Image Processor for vilt (#37304)

2025-05-13 15:40:53 +00:00

vipllava.md

🔴 [VLM] Add base model without head (#37033)

2025-05-07 17:47:51 +02:00

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