Jerry Song 40e96454f1 Fix LTX-2 image-to-video generation failure in two stages generation (#13187) ...

* Fix LTX-2 image-to-video generation failure in two stages generation

In LTX-2's two-stage image-to-video generation task, specifically after
the upsampling step, a shape mismatch occurs between the `latents` and
the `conditioning_mask`, which causes an error in function
`_create_noised_state`.

Fix it by creating the `conditioning_mask` based on the shape of the
`latents`.

* Add unit test for LTX-2 i2v two stages inference with upsampler

* Downscaling the upsampler in LTX-2 image-to-video unit test

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

2026-02-27 00:55:01 -08:00

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allegro

[core] support device type device_maps to work with offloading. (#12811)

2026-02-16 16:31:45 +05:30

animatediff

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

audioldm2

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

aura_flow

Update Ruff to latest Version (#10919)

2025-04-09 16:51:34 +05:30

bria

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

bria_fibo

Bria fibo (#12545)

2025-10-28 16:27:48 +05:30

bria_fibo_edit

Fibo edit pipeline (#12930)

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

chroma

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

chronoedit

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

cogvideo

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

cogview3

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

cogview4

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

consisid

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

consistency_models

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

controlnet

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

controlnet_flux

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

controlnet_hunyuandit

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

controlnet_sd3

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

cosmos

Cosmos Transfer2.5 Auto-Regressive Inference Pipeline (#13114)

2026-02-25 14:42:29 -10:00

ddim

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

ddpm

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

deepfloyd_if

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

dit

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

easyanimate

[tests] disable xformer tests for pipelines it isn't popular. (#12277)

2025-09-24 09:02:25 +05:30

flux

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

flux2

Flux2 klein (#12982)

2026-01-15 09:10:54 -10:00

glm_image

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

hidream_image

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

hunyuan_image_21

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

hunyuan_video

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

hunyuan_video1_5

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

hunyuandit

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

ip_adapters

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

kandinsky

[core] support device type device_maps to work with offloading. (#12811)

2026-02-16 16:31:45 +05:30

kandinsky2_2

[core] support device type device_maps to work with offloading. (#12811)

2026-02-16 16:31:45 +05:30

kandinsky3

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

kandinsky5

Kandinsky 5.0 Video Pro and Image Lite (#12664)

2025-12-03 00:46:37 -10:00

kolors

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

latent_consistency_models

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

latent_diffusion

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

latte

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

ledits_pp

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

longcat_image

Add support for LongCat-Image (#12828)

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

ltx

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

ltx2

Fix LTX-2 image-to-video generation failure in two stages generation (#13187)

2026-02-27 00:55:01 -08:00

lumina

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

lumina2

post release 0.33.0 (#11255)

2025-04-15 06:50:08 -10:00

marigold

fix marigold ut case fail on xpu (#12350)

2025-09-24 09:32:06 +05:30

mochi

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

omnigen

[tests] disable xformer tests for pipelines it isn't popular. (#12277)

2025-09-24 09:02:25 +05:30

ovis_image

Add support for Ovis-Image (#12740)

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

pag

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

pixart_alpha

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

pixart_sigma

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

pndm

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

prx

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

qwenimage

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

sana

Sunset Python 3.8 & get rid of explicit typing exports where possible (#12524)

2026-02-13 18:16:51 +05:30

sana_video

Sunset Python 3.8 & get rid of explicit typing exports where possible (#12524)

2026-02-13 18:16:51 +05:30

shap_e

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

skyreels_v2

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

stable_audio

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

stable_cascade

[CI] xfail the test_wuerstchen_prior test (#12530)

2025-10-22 08:45:47 -10:00

stable_diffusion

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

stable_diffusion_2

[CI] Fix failing Pipeline CPU tests (#12681)

2025-11-19 21:19:24 +05:30

stable_diffusion_3

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

stable_diffusion_adapter

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

stable_diffusion_image_variation

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

stable_diffusion_xl

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

stable_unclip

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

stable_video_diffusion

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

visualcloze

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

wan

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

z_image

Feature/zimage inpaint pipeline (#13006)

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

__init__.py

Reorganize pipeline tests (#963)

2022-10-24 16:34:01 +02:00

pipeline_params.py

[Modular] Fast Tests (#11937)

2025-08-08 19:42:13 +05:30

test_pipeline_utils.py

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

test_pipelines_auto.py

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

test_pipelines_combined.py

[chore] change to 2025 licensing for remaining (#11741)

2025-06-18 20:56:00 +05:30

test_pipelines_common.py

migrate to transformers v5 (#12976)

2026-02-24 10:53:56 +05:30

test_pipelines_onnx_common.py

[Refactor] Move testing utils out of src (#12238)

2025-08-28 19:53:02 +05:30

test_pipelines.py

[ci] xfail more incorrect transformer imports. (#12455)

2025-10-17 10:35:19 +05:30