Armaghan Shakir 55736eea99 Add support for MiniMax's MiniMax-Text-01 (#35831) ...

* end-to-end architecture

* lightning-attn: refactor, clean, optimize

* put minimax_text_01 in other files

* use latest __init__ standards and auto-generate modular

* support attention_mask for lightning-attn

* Revert "use latest __init__ standards and auto-generate modular"

This reverts commit d8d3c409d89e335c98a8cd36f47304a76eac7493.

* fix modular conversion

* pass both attention masks instead of tuple

* formatting

* Updated Dynamic Cache

* created MiniMaxText01Cache

* fix hardcoded slope_rate

* update attn_type_list in config

* fix lightning when use_cache=False

* copy tests from mixtral

* (checkpoint) all tests pass for normal attention

* fix all unittests

* fix import sorting

* fix consistency and formatting tests

* fix config

* update tests, since changes in main

* fix seq_len error

* create dummy docs

* fix checkpoint

* add checkpoint in config docstring

* run modular_conversion

* update docs

* fix checkpoint path and update tests

* fix ruff

* remove repeated expected_slice

* update docs

* rename "minimax-text-01" to "minimax"

* inherit config from mixtral

* remove from docs in other languages

* undo files that should be untouched

* move minimax to end in conversation docs

* use MiniMaxForCausalLM as it is

* ruff fixes

* run modular

* fix docstring example in causallm

* refactor attention loop and decay factors

* refactor config in modular

* run modular

* refactor cache

* rename static_cache to linear_cache

* make positional embeddings necessary

* remove unnecessary layernorms declarations

* fix import in tests

* refactor attention in next tokens

* remove outdated code

* formatting and modular

* update tests

* rename layernorm alpha/beta factors

* register decay factors as buffers

* remove unused declarations of decay factors

* update config for alpha/beta factors

* run modular

* remove head_dim in tests

* remove minimax from fx.py

* remove stuff that is not really needed

* update __init__

* update qkv torch.split

Co-authored-by: Cyril Vallez <cyril.vallez@gmail.com>

* fix qkv torch.split

* quality fixes

* remove mistakenly added dummy

* purge unused ModelTester code

* fix-copies

* run fix-copies

* fix head_dim

* write cache formatting tests

* remove postnorm

* avoid contiguous in attention current states

* update expected_slice

* add generation test for integration

* fix dtype in generation test

* update authors

* update with changes in main

* update graident checkpointing and minor fixes

* fix mutable attn_type_list

* rename: attn_type -> layer_type

* update for layer_types

* update integration tests

* update checkpoint

* clean overview in docs

---------

Co-authored-by: Shakib-IO <shakib.khan17@northsouth.edu>
Co-authored-by: Cyril Vallez <cyril.vallez@gmail.com>

2025-06-04 09:38:40 +02:00

..

albert.md

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

align.md

Updated the Model docs - for the ALIGN model (#38072)

2025-05-28 09:19:09 -07:00

altclip.md

[docs] Redesign (#31757)

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

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

Expose AutoModelForTimeSeriesPrediction for import (#38307)

2025-05-23 13:09:29 +00:00

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

Add padding-free to bamba (#35861)

2025-05-20 17:13:59 +02:00

bark.md

[docs] Redesign (#31757)

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

bart.md

New bart model card (#37858)

2025-05-27 11:51:41 -07:00

barthez.md

[docs] Redesign (#31757)

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

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

Updated BERTweet model card. (#37981)

2025-05-27 11:51:22 -07:00

big_bird.md

Updated BigBird Model card as per #36979. (#37959)

2025-05-27 11:24:28 -07:00

bigbird_pegasus.md

[docs] Redesign (#31757)

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

biogpt.md

Update BioGPT model card (#38214)

2025-05-23 13:03:47 -07:00

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

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

blenderbot.md

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

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)

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

camembert.md

[docs] Redesign (#31757)

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

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

Add ColQwen2 to 🤗 transformers (#35778)

2025-06-02 12:58:01 +00:00

colqwen2.md

Add ColQwen2 to 🤗 transformers (#35778)

2025-06-02 12:58:01 +00:00

conditional_detr.md

Add Fast Conditional-DETR Processor (#37071)

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

convbert.md

[docs] Redesign (#31757)

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

convnext.md

[docs] Redesign (#31757)

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

convnextv2.md

[docs] Redesign (#31757)

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

cpm.md

[docs] Redesign (#31757)

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

cpmant.md

[docs] Redesign (#31757)

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

csm.md

[CSM] update model id (#38211)

2025-05-27 17:03:55 +02:00

ctrl.md

[docs] Redesign (#31757)

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

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)

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

dac.md

[docs] Redesign (#31757)

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

data2vec.md

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

dbrx.md

[docs] Redesign (#31757)

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

deberta-v2.md

[docs] Redesign (#31757)

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

deberta.md

[docs] Redesign (#31757)

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

decision_transformer.md

[docs] Redesign (#31757)

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

deepseek_v3.md

fix typos (#38336)

2025-05-26 14:42:37 +00:00

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)

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

dialogpt.md

[docs] Redesign (#31757)

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

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)

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

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)

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

ernie_m.md

[docs] Redesign (#31757)

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

ernie.md

[docs] Redesign (#31757)

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

esm.md

[docs] Redesign (#31757)

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

falcon3.md

[docs] Redesign (#31757)

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

falcon_h1.md

[MODEL] Add Falcon H1 (#38249)

2025-05-21 10:43:11 +02:00

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)

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

flan-t5.md

[docs] Redesign (#31757)

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

flan-ul2.md

[docs] Redesign (#31757)

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

flaubert.md

[docs] Redesign (#31757)

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

flava.md

Add Fast Image Processor for Flava (#37135)

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

fnet.md

[docs] Redesign (#31757)

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

focalnet.md

[docs] Redesign (#31757)

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

fsmt.md

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

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

funnel.md

[docs] Redesign (#31757)

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

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)

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

glm4.md

Add glm4 (#37388)

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

glm.md

[docs] Redesign (#31757)

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

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

gpt_neo.md

[docs] Redesign (#31757)

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

gpt_neox_japanese.md

[docs] Redesign (#31757)

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

gpt_neox.md

[docs] Redesign (#31757)

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

gpt-sw3.md

[docs] Redesign (#31757)

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

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

Update granite.md (#37791)

2025-05-27 12:55:15 -07:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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

🚨Early-error🚨 config will error out if output_attentions=True and the attn implementation is wrong (#38288)

2025-05-23 17:17:38 +02:00

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

fix multi-image case for llava-onevision (#38084)

2025-05-21 11:50:46 +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)

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

luke.md

[docs] Redesign (#31757)

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

lxmert.md

[docs] Redesign (#31757)

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

m2m_100.md

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

madlad-400.md

[docs] Redesign (#31757)

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

mamba2.md

Update Model Card for Mamba-2 (#37951)

2025-05-27 10:06:39 -07:00

mamba.md

Update Model Card for Mamba (#37863)

2025-05-21 10:58:23 -07:00

marian.md

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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

minimax.md

Add support for MiniMax's MiniMax-Text-01 (#35831)

2025-06-04 09:38:40 +02:00

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

Model card for mobilenet v1 and v2 (#37948)

2025-05-28 09:20:19 -07:00

mobilenet_v2.md

Model card for mobilenet v1 and v2 (#37948)

2025-05-28 09:20:19 -07:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

musicgen.md

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

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

Updated model card for OLMo2 (#38394)

2025-05-27 16:24:36 -07:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

pegasus.md

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

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

🔴🔴🔴 [Attention] Refactor Attention Interface for Bart-based Models (#38108)

2025-05-22 17:12:58 +02:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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]: update roformer.md model card (#37946)

2025-05-23 16:27:56 -07:00

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

[SAM-HQ] Update names in the docs (#38058)

2025-05-19 09:21:14 -07:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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(swin): Update Swin model card to standard format (#37628)

2025-05-21 16:16:43 -07:00

swinv2.md

docs(swinv2): Update SwinV2 model card to new standard format (#37942)

2025-05-23 13:04:13 -07:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

unispeech.md

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

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

Updated the model card for ViTMAE (#38302)

2025-05-28 09:19:43 -07:00

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

Remove head mask in generative models (#35786)

2025-05-15 10:44:19 +02:00

wavlm.md

[docs] Redesign (#31757)

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

whisper.md

[Whisper] handle deprecation of forced_decoder_ids (#38232)

2025-05-22 09:16:38 +00:00

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

Updated Zoedepth model card (#37898)

2025-05-27 10:06:53 -07:00