comfyanonymous
1fee8827cb
Support for qwen edit plus model. Use the new TextEncodeQwenImageEditPlus. ( #9986 )
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2025-09-22 16:49:48 -04:00
comfyanonymous
d1d9eb94b1
Lower wan memory estimation value a bit. ( #9964 )
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Previous pr reduced the peak memory requirement.
2025-09-20 22:09:35 -04:00
Kohaku-Blueleaf
7be2b49b6b
Fix LoRA Trainer bugs with FP8 models. ( #9854 )
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* Fix adapter weight init
* Fix fp8 model training
* Avoid inference tensor
2025-09-20 21:24:48 -04:00
comfyanonymous
e8df53b764
Update WanAnimateToVideo to more easily extend videos. ( #9959 )
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2025-09-19 18:48:56 -04:00
comfyanonymous
dc95b6acc0
Basic WIP support for the wan animate model. ( #9939 )
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2025-09-19 03:07:17 -04:00
comfyanonymous
24b0fce099
Do padding of audio embed in model for humo for more flexibility. ( #9935 )
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2025-09-18 19:54:16 -04:00
DELUXA
8d6653fca6
Enable fp8 ops by default on gfx1200 ( #9926 )
2025-09-18 19:50:37 -04:00
comfyanonymous
dd611a7700
Support the HuMo 17B model. ( #9912 )
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2025-09-17 18:39:24 -04:00
comfyanonymous
9288c78fc5
Support the HuMo model. ( #9903 )
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2025-09-17 00:12:48 -04:00
rattus128
e42682b24e
Reduce Peak WAN inference VRAM usage ( #9898 )
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* flux: Do the xq and xk ropes one at a time
This was doing independendent interleaved tensor math on the q and k
tensors, leading to the holding of more than the minimum intermediates
in VRAM. On a bad day, it would VRAM OOM on xk intermediates.
Do everything q and then everything k, so torch can garbage collect
all of qs intermediates before k allocates its intermediates.
This reduces peak VRAM usage for some WAN2.2 inferences (at least).
* wan: Optimize qkv intermediates on attention
As commented. The former logic computed independent pieces of QKV in
parallel which help more inference intermediates in VRAM spiking
VRAM usage. Fully roping Q and garbage collecting the intermediates
before touching K reduces the peak inference VRAM usage.
2025-09-16 19:21:14 -04:00
comfyanonymous
a39ac59c3e
Add encoder part of whisper large v3 as an audio encoder model. ( #9894 )
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Not useful yet but some models use it.
2025-09-16 01:19:50 -04:00
blepping
1a85483da1
Fix depending on asserts to raise an exception in BatchedBrownianTree and Flash attn module ( #9884 )
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Correctly handle the case where w0 is passed by kwargs in BatchedBrownianTree
2025-09-15 20:05:03 -04:00
comfyanonymous
47a9cde5d3
Support the omnigen2 umo lora. ( #9886 )
2025-09-15 18:10:55 -04:00
Jedrzej Kosinski
f228367c5e
Make ModuleNotFoundError ImportError instead ( #9850 )
2025-09-13 21:34:21 -04:00
comfyanonymous
80b7c9455b
Changes to the previous radiance commit. ( #9851 )
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2025-09-13 18:03:34 -04:00
blepping
c1297f4eb3
Add support for Chroma Radiance ( #9682 )
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* 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
Kimbing Ng
e5e70636e7
Remove single quote pattern to avoid wrong matches ( #9842 )
2025-09-13 16:59:19 -04:00
comfyanonymous
29bf807b0e
Cleanup. ( #9838 )
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2025-09-12 21:57:04 -04:00
Jukka Seppänen
2559dee492
Support wav2vec base models ( #9637 )
...
* Support wav2vec base models
* trim trailing whitespace
* Do interpolation after
2025-09-12 21:52:58 -04:00
comfyanonymous
a3b04de700
Hunyuan refiner vae now works with tiled. ( #9836 )
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2025-09-12 19:46:46 -04:00
Jedrzej Kosinski
d7f40442f9
Enable Runtime Selection of Attention Functions ( #9639 )
...
* Looking into a @wrap_attn decorator to look for 'optimized_attention_override' entry in transformer_options
* Created logging code for this branch so that it can be used to track down all the code paths where transformer_options would need to be added
* Fix memory usage issue with inspect
* Made WAN attention receive transformer_options, test node added to wan to test out attention override later
* Added **kwargs to all attention functions so transformer_options could potentially be passed through
* Make sure wrap_attn doesn't make itself recurse infinitely, attempt to load SageAttention and FlashAttention if not enabled so that they can be marked as available or not, create registry for available attention
* Turn off attention logging for now, make AttentionOverrideTestNode have a dropdown with available attention (this is a test node only)
* Make flux work with optimized_attention_override
* Add logs to verify optimized_attention_override is passed all the way into attention function
* Make Qwen work with optimized_attention_override
* Made hidream work with optimized_attention_override
* Made wan patches_replace work with optimized_attention_override
* Made SD3 work with optimized_attention_override
* Made HunyuanVideo work with optimized_attention_override
* Made Mochi work with optimized_attention_override
* Made LTX work with optimized_attention_override
* Made StableAudio work with optimized_attention_override
* Made optimized_attention_override work with ACE Step
* Made Hunyuan3D work with optimized_attention_override
* Make CosmosPredict2 work with optimized_attention_override
* Made CosmosVideo work with optimized_attention_override
* Made Omnigen 2 work with optimized_attention_override
* Made StableCascade work with optimized_attention_override
* Made AuraFlow work with optimized_attention_override
* Made Lumina work with optimized_attention_override
* Made Chroma work with optimized_attention_override
* Made SVD work with optimized_attention_override
* Fix WanI2VCrossAttention so that it expects to receive transformer_options
* Fixed Wan2.1 Fun Camera transformer_options passthrough
* Fixed WAN 2.1 VACE transformer_options passthrough
* Add optimized to get_attention_function
* Disable attention logs for now
* Remove attention logging code
* Remove _register_core_attention_functions, as we wouldn't want someone to call that, just in case
* Satisfy ruff
* Remove AttentionOverrideTest node, that's something to cook up for later
2025-09-12 18:07:38 -04:00
comfyanonymous
b149e2e1e3
Better way of doing the generator for the hunyuan image noise aug. ( #9834 )
2025-09-12 17:53:15 -04:00
comfyanonymous
7757d5a657
Set default hunyuan refiner shift to 4.0 ( #9833 )
2025-09-12 16:40:12 -04:00
comfyanonymous
e600520f8a
Fix hunyuan refiner blownout colors at noise aug less than 0.25 ( #9832 )
2025-09-12 16:35:34 -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
18de0b2830
Fast preview for hunyuan image. ( #9814 )
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2025-09-11 19:33:02 -04:00
comfyanonymous
e01e99d075
Support hunyuan image distilled model. ( #9807 )
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2025-09-10 23:17:34 -04:00
comfyanonymous
543888d3d8
Fix lowvram issue with hunyuan image vae. ( #9794 )
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2025-09-10 02:15:34 -04:00
comfyanonymous
85e34643f8
Support hunyuan image 2.1 regular model. ( #9792 )
2025-09-10 02:05:07 -04:00
comfyanonymous
5c33872e2f
Fix issue on old torch. ( #9791 )
2025-09-10 00:23:47 -04:00
comfyanonymous
b288fb0db8
Small refactor of some vae code. ( #9787 )
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2025-09-09 18:09:56 -04:00
comfyanonymous
103a12cb66
Support qwen inpaint controlnet. ( #9772 )
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2025-09-08 17:30:26 -04:00
contentis
97652d26b8
Add explicit casting in apply_rope for Qwen VL ( #9759 )
2025-09-08 15:08:18 -04:00
comfyanonymous
fb763d4333
Fix amd_min_version crash when cpu device. ( #9754 )
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2025-09-07 21:16:29 -04:00
comfyanonymous
bcbd7884e3
Don't enable pytorch attention on AMD if triton isn't available. ( #9747 )
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2025-09-07 00:29:38 -04:00
comfyanonymous
27a0fcccc3
Enable bf16 VAE on RDNA4. ( #9746 )
2025-09-06 23:25:22 -04:00
comfyanonymous
ea6cdd2631
Print all fast options in --help ( #9737 )
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2025-09-06 01:05:05 -04:00
comfyanonymous
2ee7879a0b
Fix lowvram issues with hunyuan3d 2.1 ( #9735 )
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2025-09-05 14:57:35 -04:00
comfyanonymous
c9ebe70072
Some changes to the previous hunyuan PR. ( #9725 )
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2025-09-04 20:39:02 -04:00
Yousef R. Gamaleldin
261421e218
Add Hunyuan 3D 2.1 Support ( #8714 )
2025-09-04 20:36:20 -04:00
comfyanonymous
72855db715
Fix potential rope issue. ( #9710 )
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2025-09-03 22:20:13 -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
contentis
e2d1e5dad9
Enable Convolution AutoTuning ( #9301 )
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2025-09-01 20:33:50 -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
chaObserv
32a627bf1f
SEEDS: update noise decomposition and refactor ( #9633 )
...
- Update the decomposition to reflect interval dependency
- Extract phi computations into functions
- Use torch.lerp for interpolation
2025-08-31 00:01:45 -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
4aa79dbf2c
Adjust flux mem usage factor a bit. ( #9588 )
2025-08-27 23:08:17 -04:00
Gangin Park
3aad339b63
Add DPM++ 2M SDE Heun (RES) sampler ( #9542 )
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2025-08-27 19:07:31 -04:00
