dg845 baaa8d040b LTX 2 Improve encode_video by Accepting More Input Types (#13057) ...

* Support different pipeline outputs for LTX 2 encode_video

* Update examples to use improved encode_video function

* Fix comment

* Address review comments

* make style and make quality

* Have non-iterator video inputs respect video_chunks_number

* make style and make quality

* Add warning when encode_video receives a non-denormalized np.ndarray

* make style and make quality

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

2026-02-08 19:40:34 -08:00

..

stable_diffusion

docs: cleanup of runway model (#12503)

2025-10-17 14:10:50 -07:00

allegro.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

amused.md

[docs] Deprecated pipelines (#11838)

2025-07-01 14:02:54 -10:00

animatediff.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

attend_and_excite.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

audioldm2.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

audioldm.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

aura_flow.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

auto_pipeline.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

blip_diffusion.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

bria_3_2.md

Bria 3 2 pipeline (#12010)

2025-08-20 14:57:39 +05:30

bria_fibo_edit.md

Fibo edit pipeline (#12930)

2026-01-19 22:09:53 +05:30

bria_fibo.md

Update bria_fibo.md with minor fixes (#12731)

2025-12-02 04:24:19 +05:30

chroma.md

Add ChromaInpaintPipeline (#12848)

2026-01-15 12:58:50 +05:30

chronoedit.md

[ChronoEdit] support multiple loras (#12679)

2026-01-09 15:50:16 -10:00

cogvideox.md

[quant] allow components_to_quantize to be a non-list for single components (#12234)

2025-09-10 09:47:08 -10:00

cogview3.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

cogview4.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

consisid.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

consistency_models.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

control_flux_inpaint.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnet_flux.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnet_hunyuandit.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnet_sana.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

controlnet_sd3.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnet_sdxl.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnet_union.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

controlnet.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnetxs_sdxl.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

controlnetxs.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

cosmos.md

Cosmos Predict2.5 Base: inference pipeline, scheduler & chkpt conversion (#12852)

2025-12-19 05:38:18 +05:30

dance_diffusion.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

ddim.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

ddpm.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

deepfloyd_if.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

diffedit.md

Fix link to diffedit implementation reference (#12708)

2026-01-10 11:13:23 -08:00

dit.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

easyanimate.md

Add EasyAnimateV5.1 text-to-video, image-to-video, control-to-video generation model (#10626)

2025-03-03 18:37:19 +05:30

flux2.md

add klein docs. (#12984)

2026-01-16 10:12:42 +05:30

flux.md

[docs] Fix broken links (#12487)

2025-10-15 06:42:10 +05:30

framepack.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

glm_image.md

Z rz rz rz rz rz rz r cogview (#12973)

2026-01-13 06:39:22 -10:00

hidream.md

[docs] Fix broken links (#12487)

2025-10-15 06:42:10 +05:30

hunyuan_video15.md

[core] start varlen variants for attn backend kernels. (#12765)

2025-12-03 13:34:52 +05:30

hunyuan_video.md

[quant] allow components_to_quantize to be a non-list for single components (#12234)

2025-09-10 09:47:08 -10:00

hunyuandit.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

hunyuanimage21.md

HunyuanImage21 (#12333)

2025-10-23 22:31:12 -10:00

i2vgenxl.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

kandinsky3.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

kandinsky5_image.md

[docs] minor fixes to kandinsky docs (#12797)

2025-12-05 08:33:05 -08:00

kandinsky5_video.md

[docs] minor fixes to kandinsky docs (#12797)

2025-12-05 08:33:05 -08:00

kandinsky_v22.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

kandinsky.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

kolors.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

latent_consistency_models.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

latent_diffusion.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

latte.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

ledits_pp.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

longcat_image.md

Add support for LongCat-Image (#12828)

2025-12-15 07:45:17 -10:00

ltx2.md

LTX 2 Improve encode_video by Accepting More Input Types (#13057)

2026-02-08 19:40:34 -08:00

ltx_video.md

LTX Video 0.9.8 long multi prompt (#12614)

2026-01-06 18:18:04 -10:00

lumina2.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

lumina.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

marigold.md

[docs] Fix syntax (#12464)

2025-10-11 08:13:30 +05:30

mochi.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

musicldm.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

omnigen.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

overview.md

[docs] Fix broken links (#12487)

2025-10-15 06:42:10 +05:30

ovis_image.md

Add support for Ovis-Image (#12740)

2025-12-02 11:48:07 -10:00

pag.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

paint_by_example.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

panorama.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

pia.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

pix2pix.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

pixart_sigma.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

pixart.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

prx.md

Prx (#12525)

2025-10-21 17:09:22 -07:00

qwenimage.md

Fix QwenImage txt_seq_lens handling (#12702)

2026-01-12 13:45:09 +05:30

sana_sprint.md

[SANA-Video] Adding 5s pre-trained 480p SANA-Video inference (#12584)

2025-11-05 21:08:47 -08:00

sana_video.md

fix typo in docs (#12675)

2025-11-24 19:42:16 -08:00

sana.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

self_attention_guidance.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

semantic_stable_diffusion.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

shap_e.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

skyreels_v2.md

Add transformer cache context for SkyReels-V2 pipelines & Update docs (#12837)

2026-01-06 22:30:30 -10:00

stable_audio.md

Update more licenses to 2025 (#11746)

2025-06-19 07:46:01 +05:30

stable_cascade.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

stable_unclip.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

text_to_video_zero.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

text_to_video.md

[docs] Fix broken links (#12487)

2025-10-15 06:42:10 +05:30

unclip.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

unidiffuser.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

value_guided_sampling.md

[docs] Migrate syntax (#12390)

2025-09-30 10:11:19 -07:00

visualcloze.md

Use HF Papers (#11567)

2025-05-19 06:22:33 -10:00

wan.md

Update wan.md to remove unneeded hfoptions (#12890)

2026-01-07 09:47:19 -08:00

wuerstchen.md

[docs] Deprecated pipelines (#11838)

2025-07-01 14:02:54 -10:00

z_image.md

Feature/zimage inpaint pipeline (#13006)

2026-02-05 11:48:25 -03:00