265 Commits

Author SHA1 Message Date
Kohaku-Blueleaf
88d9168df0
Sync (#1)
* Allow disabling pe in flux code for some other models.

* Initial Hunyuan3Dv2 implementation.

Supports the multiview, mini, turbo models and VAEs.

* Fix orientation of hunyuan 3d model.

* A few fixes for the hunyuan3d models.

* Update frontend to 1.13 (#7331)

* Add backend primitive nodes (#7328)

* Add backend primitive nodes

* Add control after generate to int primitive

* Nodes to convert images to YUV and back.

Can be used to convert an image to black and white.

* Update frontend to 1.14 (#7343)

* Native LotusD Implementation (#7125)

* draft pass at a native comfy implementation of Lotus-D depth and normal est

* fix model_sampling kludges

* fix ruff

---------

Co-authored-by: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>

* Automatically set the right sampling type for lotus.

* support output normal and lineart once (#7290)

* [nit] Format error strings (#7345)

* ComfyUI version v0.3.27

* Fallback to pytorch attention if sage attention fails.

* Add model merging node for WAN 2.1

* Add Hunyuan3D to readme.

* Support more float8 types.

* Add CFGZeroStar node.

Works on all models that use a negative prompt but is meant for rectified
flow models.

* Support the WAN 2.1 fun control models.

Use the new WanFunControlToVideo node.

* Add WanFunInpaintToVideo node for the Wan fun inpaint models.

* Update frontend to 1.14.6 (#7416)

Cherry-pick the fix: https://github.com/Comfy-Org/ComfyUI_frontend/pull/3252

* Don't error if wan concat image has extra channels.

* ltxv: fix preprocessing exception when compression is 0. (#7431)

* Remove useless code.

* Fix latent composite node not working when source has alpha.

* Fix alpha channel mismatch on destination in ImageCompositeMasked

* Add option to store TE in bf16 (#7461)

* User missing (#7439)

* Ensuring a 401 error is returned when user data is not found in multi-user context.

* Returning a 401 error when provided comfy-user does not exists on server side.

* Fix comment.

This function does not support quads.

* MLU memory optimization (#7470)

Co-authored-by: huzhan <huzhan@cambricon.com>

* Fix alpha image issue in more nodes.

* Fix problem.

* Disable partial offloading of audio VAE.

* Add activations_shape info in UNet models (#7482)

* Add activations_shape info in UNet models

* activations_shape should be a list

* Support 512 siglip model.

* Show a proper error to the user when a vision model file is invalid.

* Support the wan fun reward loras.

---------

Co-authored-by: comfyanonymous <comfyanonymous@protonmail.com>
Co-authored-by: Chenlei Hu <hcl@comfy.org>
Co-authored-by: thot experiment <94414189+thot-experiment@users.noreply.github.com>
Co-authored-by: comfyanonymous <121283862+comfyanonymous@users.noreply.github.com>
Co-authored-by: Terry Jia <terryjia88@gmail.com>
Co-authored-by: Michael Kupchick <michael@lightricks.com>
Co-authored-by: BVH <82035780+bvhari@users.noreply.github.com>
Co-authored-by: Laurent Erignoux <lerignoux@gmail.com>
Co-authored-by: BiologicalExplosion <49753622+BiologicalExplosion@users.noreply.github.com>
Co-authored-by: huzhan <huzhan@cambricon.com>
Co-authored-by: Raphael Walker <slickytail.mc@gmail.com>
2025-04-08 18:38:44 +08:00
FeepingCreature
7aceb9f91c
Add --use-flash-attention flag. (#7223)
* Add --use-flash-attention flag.
This is useful on AMD systems, as FA builds are still 10% faster than Pytorch cross-attention.
2025-03-14 03:22:41 -04:00
comfyanonymous
35504e2f93 Fix. 2025-03-13 15:03:18 -04:00
comfyanonymous
299436cfed Print mac version. 2025-03-13 10:05:40 -04:00
comfyanonymous
0952569493 Fix stable cascade VAE on some lowvram machines. 2025-03-08 20:24:04 -05:00
Chenlei Hu
4d55f16ae8
Use enum list for --fast options (#7024) 2025-03-01 02:37:35 -05:00
comfyanonymous
cf0b549d48 --fast now takes a number as argument to indicate how fast you want it.
The idea is that you can indicate how much quality vs speed you want.

At the moment:

--fast 2 enables fp16 accumulation if your pytorch supports it.
--fast 5 enables fp8 matrix mult on fp8 models and the optimization above.

--fast without a number enables all optimizations.
2025-02-28 02:48:20 -05:00
comfyanonymous
eb4543474b Use fp16 for intermediate for fp8 weights with --fast if supported. 2025-02-28 02:17:50 -05:00
comfyanonymous
1804397952 Use fp16 if checkpoint weights are fp16 and the model supports it. 2025-02-27 16:39:57 -05:00
BiologicalExplosion
89253e9fe5
Support Cambricon MLU (#6964)
Co-authored-by: huzhan <huzhan@cambricon.com>
2025-02-26 20:45:13 -05:00
comfyanonymous
96d891cb94 Speedup on some models by not upcasting bfloat16 to float32 on mac. 2025-02-24 05:41:32 -05:00
comfyanonymous
ace899e71a Prioritize fp16 compute when using allow_fp16_accumulation 2025-02-23 04:45:54 -05:00
comfyanonymous
072db3bea6 Assume the mac black image bug won't be fixed before v16. 2025-02-21 20:24:07 -05:00
comfyanonymous
a6deca6d9a Latest mac still has the black image bug. 2025-02-21 20:14:30 -05:00
comfyanonymous
41c30e92e7 Let all model memory be offloaded on nvidia. 2025-02-21 06:32:21 -05:00
comfyanonymous
12da6ef581 Apparently directml supports fp16. 2025-02-20 09:30:24 -05:00
comfyanonymous
b07258cef2 Fix typo.
Let me know if this slows things down on 2000 series and below.
2025-02-18 07:28:33 -05:00
comfyanonymous
31e54b7052 Improve AMD arch detection. 2025-02-17 04:53:40 -05:00
comfyanonymous
8c0bae50c3 bf16 manual cast works on old AMD. 2025-02-17 04:42:40 -05:00
comfyanonymous
530412cb9d Refactor torch version checks to be more future proof. 2025-02-17 04:36:45 -05:00
comfyanonymous
e2919d38b4 Disable bf16 on AMD GPUs that don't support it. 2025-02-16 05:46:10 -05:00
comfyanonymous
1cd6cd6080 Disable pytorch attention in VAE for AMD. 2025-02-14 05:42:14 -05:00
comfyanonymous
d7b4bf21a2 Auto enable mem efficient attention on gfx1100 on pytorch nightly 2.7
I'm not not sure which arches are supported yet. If you see improvements in
memory usage while using --use-pytorch-cross-attention on your AMD GPU let
me know and I will add it to the list.
2025-02-14 04:18:14 -05:00
comfyanonymous
8773ccf74d Better memory estimation for ROCm that support mem efficient attention.
There is no way to check if the card actually supports it so it assumes
that it does if you use --use-pytorch-cross-attention with yours.
2025-02-13 08:32:36 -05:00
comfyanonymous
1d5d6586f3 Fix ruff. 2025-02-12 06:49:16 -05:00
zhoufan2956
35740259de
mix_ascend_bf16_infer_err (#6794) 2025-02-12 06:48:11 -05:00
HishamC
b124256817
Fix for running via DirectML (#6542)
* Fix for running via DirectML

Fix DirectML empty image generation issue with Flux1. add CPU fallback for unsupported path. Verified the model works on AMD GPUs

* fix formating

* update casual mask calculation
2025-02-11 17:11:32 -05:00
comfyanonymous
af4b7c91be Make --force-fp16 actually force the diffusion model to be fp16. 2025-02-11 08:33:09 -05:00
catboxanon
43a74c0de1
Allow FP16 accumulation with --fast (#6453)
Currently only applies to PyTorch nightly releases. (>=20250208)
2025-02-08 17:00:56 -05:00
comfyanonymous
255edf2246 Lower minimum ratio of loaded weights on Nvidia. 2025-01-27 05:26:51 -05:00
comfyanonymous
67feb05299 Remove redundant code. 2025-01-25 19:04:53 -05:00
comfyanonymous
d45ebb63f6 Remove old unused function. 2025-01-04 07:20:54 -05:00
comfyanonymous
9e9c8a1c64 Clear cache as often on AMD as Nvidia.
I think the issue this was working around has been solved.

If you notice that this change slows things down or causes stutters on
your AMD GPU with ROCm on Linux please report it.
2025-01-02 08:44:16 -05:00
comfyanonymous
160ca08138 Use python 3.9 in launch test instead of 3.8
Fix ruff check.
2024-12-26 20:05:54 -05:00
Huazhong Ji
c4bfdba330
Support ascend npu (#5436)
* support ascend npu

Co-authored-by: YukMingLaw <lymmm2@163.com>
Co-authored-by: starmountain1997 <guozr1997@hotmail.com>
Co-authored-by: Ginray <ginray0215@gmail.com>
2024-12-26 19:36:50 -05:00
comfyanonymous
19a64d6291 Cleanup some mac related code. 2024-12-25 05:32:51 -05:00
comfyanonymous
b486885e08 Disable bfloat16 on older mac. 2024-12-25 05:18:50 -05:00
comfyanonymous
0229228f3f Clean up the VAE dtypes code. 2024-12-25 04:50:34 -05:00
comfyanonymous
15564688ed Add a try except block so if torch version is weird it won't crash. 2024-12-23 03:22:48 -05:00
Simon Lui
c6b9c11ef6
Add oneAPI device selector for xpu and some other changes. (#6112)
* Add oneAPI device selector and some other minor changes.

* Fix device selector variable name.

* Flip minor version check sign.

* Undo changes to README.md.
2024-12-23 03:18:32 -05:00
comfyanonymous
e44d0ac7f7 Make --novram completely offload weights.
This flag is mainly used for testing the weight offloading, it shouldn't
actually be used in practice.

Remove useless import.
2024-12-23 01:51:08 -05:00
comfyanonymous
57f330caf9 Relax minimum ratio of weights loaded in memory on nvidia.
This should make it possible to do higher res images/longer videos by
further offloading weights to CPU memory.

Please report an issue if this slows down things on your system.
2024-12-22 03:06:37 -05:00
Chenlei Hu
d7969cb070
Replace print with logging (#6138)
* Replace print with logging

* nit

* nit

* nit

* nit

* nit

* nit
2024-12-20 16:24:55 -05:00
comfyanonymous
2dda7c11a3 More proper fix for the memory issue. 2024-12-19 16:21:56 -05:00
comfyanonymous
3ad3248ad7 Fix lowvram bug when using a model multiple times in a row.
The memory system would load an extra 64MB each time until either the
model was completely in memory or OOM.
2024-12-19 16:04:56 -05:00
comfyanonymous
37e5390f5f Add: --use-sage-attention to enable SageAttention.
You need to have the library installed first.
2024-12-18 01:56:10 -05:00
Chenlei Hu
d9d7f3c619
Lint all unused variables (#5989)
* Enable F841

* Autofix

* Remove all unused variable assignment
2024-12-12 17:59:16 -05:00
comfyanonymous
fd5dfb812c Set initial load devices for te and model to mps device on mac. 2024-12-12 06:00:31 -05:00
comfyanonymous
57e8bf6a9f Fix case where a memory leak could cause crash.
Now the only symptom of code messing up and keeping references to a model
object when it should not will be endless prints in the log instead of the
next workflow crashing ComfyUI.
2024-12-02 19:49:49 -05:00
comfyanonymous
79d5ceae6e
Improved memory management. (#5450)
* Less fragile memory management.

* Fix issue.

* Remove useless function.

* Prevent and detect some types of memory leaks.

* Run garbage collector when switching workflow if needed.

* Fix issue.
2024-12-02 14:39:34 -05:00