601 Commits

Author SHA1 Message Date
comfyanonymous
1fee8827cb
Support for qwen edit plus model. Use the new TextEncodeQwenImageEditPlus. (#9986) 2025-09-22 16:49:48 -04:00
comfyanonymous
27bc181c49
Set some wan nodes as no longer experimental. (#9976) 2025-09-21 19:48:31 -04:00
Kohaku-Blueleaf
7be2b49b6b
Fix LoRA Trainer bugs with FP8 models. (#9854)
* Fix adapter weight init

* Fix fp8 model training

* Avoid inference tensor
2025-09-20 21:24:48 -04:00
Jedrzej Kosinski
9ed3c5cc09
[Reviving #5709] Add strength input to Differential Diffusion (#9957)
* Update nodes_differential_diffusion.py

* Update nodes_differential_diffusion.py

* Make strength optional to avoid validation errors when loading old workflows, adjust step

---------

Co-authored-by: ThereforeGames <eric@sparknight.io>
2025-09-20 21:10:39 -04:00
comfyanonymous
66241cef31
Add inputs for character replacement to the WanAnimateToVideo node. (#9960) 2025-09-20 02:24:10 -04:00
comfyanonymous
e8df53b764
Update WanAnimateToVideo to more easily extend videos. (#9959) 2025-09-19 18:48:56 -04:00
comfyanonymous
dc95b6acc0
Basic WIP support for the wan animate model. (#9939) 2025-09-19 03:07:17 -04:00
comfyanonymous
24b0fce099
Do padding of audio embed in model for humo for more flexibility. (#9935) 2025-09-18 19:54:16 -04:00
Jodh Singh
1ea8c54064
make kernel of same type as image to avoid mismatch issues (#9932) 2025-09-18 19:51:16 -04:00
comfyanonymous
9288c78fc5
Support the HuMo model. (#9903) 2025-09-17 00:12:48 -04:00
blepping
c1297f4eb3
Add support for Chroma Radiance (#9682)
* Initial Chroma Radiance support

* Minor Chroma Radiance cleanups

* Update Radiance nodes to ensure latents/images are on the intermediate device

* Fix Chroma Radiance memory estimation.

* Increase Chroma Radiance memory usage factor

* Increase Chroma Radiance memory usage factor once again

* Ensure images are multiples of 16 for Chroma Radiance
Add batch dimension and fix channels when necessary in ChromaRadianceImageToLatent node

* Tile Chroma Radiance NeRF to reduce memory consumption, update memory usage factor

* Update Radiance to support conv nerf final head type.

* Allow setting NeRF embedder dtype for Radiance
Bump Radiance nerf tile size to 32
Support EasyCache/LazyCache on Radiance (maybe)

* Add ChromaRadianceStubVAE node

* Crop Radiance image inputs to multiples of 16 instead of erroring to be in line with existing VAE behavior

* Convert Chroma Radiance nodes to V3 schema.

* Add ChromaRadianceOptions node and backend support.
Cleanups/refactoring to reduce code duplication with Chroma.

* Fix overriding the NeRF embedder dtype for Chroma Radiance

* Minor Chroma Radiance cleanups

* Move Chroma Radiance to its own directory in ldm
Minor code cleanups and tooltip improvements

* Fix Chroma Radiance embedder dtype overriding

* Remove Radiance dynamic nerf_embedder dtype override feature

* Unbork Radiance NeRF embedder init

* Remove Chroma Radiance image conversion and stub VAE nodes
Add a chroma_radiance option to the VAELoader builtin node which uses comfy.sd.PixelspaceConversionVAE
Add a PixelspaceConversionVAE to comfy.sd for converting BHWC 0..1 <-> BCHW -1..1
2025-09-13 17:58:43 -04:00
Alexander Piskun
af99928f22
convert Canny node to V3 schema (#9743) 2025-09-12 17:40:34 -04:00
Alexander Piskun
53c9c7d39a
convert CFG nodes to V3 schema (#9717) 2025-09-12 17:39:55 -04:00
Alexander Piskun
ba68e83f1c
convert nodes_cond.py to V3 schema (#9719) 2025-09-12 17:39:30 -04:00
Alexander Piskun
dcb8834983
convert Cosmos nodes to V3 schema (#9721) 2025-09-12 17:38:46 -04:00
Alexander Piskun
f9d2e4b742
convert WanCameraEmbedding node to V3 schema (#9714) 2025-09-12 17:38:12 -04:00
comfyanonymous
fd2b820ec2
Add noise augmentation to hunyuan image refiner. (#9831)
This was missing and should help with colors being blown out.
2025-09-12 16:03:08 -04:00
comfyanonymous
33bd9ed9cb
Implement hunyuan image refiner model. (#9817) 2025-09-12 00:43:20 -04:00
comfyanonymous
85e34643f8
Support hunyuan image 2.1 regular model. (#9792) 2025-09-10 02:05:07 -04:00
Jedrzej Kosinski
bd1d9bcd5f
Add ZeroDivisionError catch for EasyCache logging statement (#9768) 2025-09-08 15:07:04 -04:00
Yousef R. Gamaleldin
261421e218
Add Hunyuan 3D 2.1 Support (#8714) 2025-09-04 20:36:20 -04:00
Alexander Piskun
f48d05a2d1
convert AlignYourStepsScheduler node to V3 schema (#9226) 2025-09-03 21:21:38 -04:00
comfyanonymous
1bcb469089
ImageScaleToMaxDimension node. (#9689) 2025-09-02 20:05:57 -04:00
comfyanonymous
e3018c2a5a
uso -> uxo/uno as requested. (#9688) 2025-09-02 16:12:07 -04:00
comfyanonymous
3412d53b1d
USO style reference. (#9677)
Load the projector.safetensors file with the ModelPatchLoader node and use
the siglip_vision_patch14_384.safetensors "clip vision" model and the
USOStyleReferenceNode.
2025-09-02 15:36:22 -04:00
comfyanonymous
27e067ce50
Implement the USO subject identity lora. (#9674)
Use the lora with FluxContextMultiReferenceLatentMethod node set to "uso"
and a ReferenceLatent node with the reference image.
2025-09-01 18:54:02 -04:00
Alexander Piskun
fe442fac2e
convert Primitive nodes to V3 schema (#9372) 2025-08-30 23:21:58 -04:00
Alexander Piskun
fea9ea8268
convert Video nodes to V3 schema (#9489) 2025-08-30 23:19:54 -04:00
Alexander Piskun
f949094b3c
convert Stable Cascade nodes to V3 schema (#9373) 2025-08-30 23:19:21 -04:00
comfyanonymous
c7bb3e2bce
Support the 5B fun inpaint model. (#9614)
Use the WanFunInpaintToVideo node without the clip_vision_output.
2025-08-28 22:46:57 -04:00
comfyanonymous
e80a14ad50
Support wan2.2 5B fun control model. (#9611)
Use the Wan22FunControlToVideo node.
2025-08-28 22:13:07 -04:00
comfyanonymous
d28b39d93d
Add a LatentCut node to cut latents. (#9609) 2025-08-28 19:38:28 -04:00
comfyanonymous
1c184c29eb
Fix issue with s2v node when extending past audio length. (#9608) 2025-08-28 18:34:01 -04:00
comfyanonymous
edde0b5043
WanSoundImageToVideoExtend node to manually extend s2v video. (#9606) 2025-08-28 17:59:48 -04:00
comfyanonymous
ce0052c087
Fix diffsynth controlnet regression. (#9597) 2025-08-28 10:37:42 -04:00
comfyanonymous
38f697d953
Add a LatentConcat node. (#9587) 2025-08-27 22:28:10 -04:00
comfyanonymous
b5ac6ed7ce
Fixes to make controlnet type models work on qwen edit and kontext. (#9581) 2025-08-27 15:26:28 -04:00
comfyanonymous
31a37686d0
Negative audio in s2v should be zeros. (#9578) 2025-08-27 12:44:29 -04:00
comfyanonymous
88aee596a3
WIP Wan 2.2 S2V model. (#9568) 2025-08-27 01:10:34 -04:00
comfyanonymous
914c2a2973
Implement wav2vec2 as an audio encoder model. (#9549)
This is useless on its own but there are multiple models that use it.
2025-08-25 23:26:47 -04:00
blepping
95ac7794b7
Fix EasyCache/LazyCache crash when tensor shape/dtype/device changes during sampling (#9528)
* Fix EasyCache/LazyCache crash when tensor shape/dtype/device changes during sampling

* Fix missing LazyCache check_metadata method
Ensure LazyCache reset method resets all the tensor state values
2025-08-24 15:29:49 -04:00
Jedrzej Kosinski
fc247150fe
Implement EasyCache and Invent LazyCache (#9496)
* Attempting a universal implementation of EasyCache, starting with flux as test; I screwed up the math a bit, but when I set it just right it works.

* Fixed math to make threshold work as expected, refactored code to use EasyCacheHolder instead of a dict wrapped by object

* Use sigmas from transformer_options instead of timesteps to be compatible with a greater amount of models, make end_percent work

* Make log statement when not skipping useful, preparing for per-cond caching

* Added DIFFUSION_MODEL wrapper around forward function for wan model

* Add subsampling for heuristic inputs

* Add subsampling to output_prev (output_prev_subsampled now)

* Properly consider conds in EasyCache logic

* Created SuperEasyCache to test what happens if caching and reuse is moved outside the scope of conds, added PREDICT_NOISE wrapper to facilitate this test

* Change max reuse_threshold to 3.0

* Mark EasyCache/SuperEasyCache as experimental (beta)

* Make Lumina2 compatible with EasyCache

* Add EasyCache support for Qwen Image

* Fix missing comma, curse you Cursor

* Add EasyCache support to AceStep

* Add EasyCache support to Chroma

* Added EasyCache support to Cosmos Predict t2i

* Make EasyCache not crash with Cosmos Predict ImagToVideo latents, but does not work well at all

* Add EasyCache support to hidream

* Added EasyCache support to hunyuan video

* Added EasyCache support to hunyuan3d

* Added EasyCache support to LTXV (not very good, but does not crash)

* Implemented EasyCache for aura_flow

* Renamed SuperEasyCache to LazyCache, hardcoded subsample_factor to 8 on nodes

* Eatra logging when verbose is true for EasyCache
2025-08-22 22:41:08 -04:00
Alexander Piskun
bab08f40d1
v3 nodes (part a) (#9149) 2025-08-21 22:05:36 -04:00
Alexander Piskun
bc49106837
convert String nodes to V3 schema (#9370) 2025-08-21 22:03:57 -04:00
comfyanonymous
1b2de2642d
Support diffsynth inpaint controlnet (model patch). (#9471) 2025-08-21 00:33:49 -04:00
comfyanonymous
0963493a9c
Support for Qwen Diffsynth Controlnets canny and depth. (#9465)
These are not real controlnets but actually a patch on the model so they
will be treated as such.

Put them in the models/model_patches/ folder.

Use the new ModelPatchLoader and QwenImageDiffsynthControlnet nodes.
2025-08-20 22:26:37 -04:00
Harel Cain
fe01885acf
LTXV: fix key frame noise mask dimensions for when real noise mask exists (#9425) 2025-08-20 03:33:10 -04:00
comfyanonymous
bddd69618b
Change the TextEncodeQwenImageEdit node to use logic closer to reference. (#9432) 2025-08-19 16:49:01 -04:00
comfyanonymous
4977f203fa
P2 of qwen edit model. (#9412)
* P2 of qwen edit model.

* Typo.

* Fix normal qwen.

* Fix.

* Make the TextEncodeQwenImageEdit also set the ref latent.

If you don't want it to set the ref latent and want to use the
ReferenceLatent node with your custom latent instead just disconnect the
VAE.
2025-08-18 22:38:34 -04:00
Alexander Piskun
bd2ab73976
fix(WAN-nodes): invalid nodeid for WanTrackToVideo (#9396) 2025-08-18 03:26:55 -04:00