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86 Commits

Author SHA1 Message Date
comfyanonymous
b7572b2f87 Fix and enforce no trailing whitespace. 2024-12-31 03:16:37 -05:00
comfyanonymous
d170292594 Remove some trailing white space. 2024-12-27 18:02:30 -05:00
comfyanonymous
bc6dac4327 Add temporal tiling to VAE Decode (Tiled) node. 
You can now do tiled VAE decoding on the temporal direction for videos.
 2024-12-23 20:03:37 -05:00
City
bddb02660c
Add PixArt model support (#6055) 
* PixArt initial version

* PixArt Diffusers convert logic

* pos_emb and interpolation logic

* Reduce  duplicate code

* Formatting

* Use optimized attention

* Edit empty token logic

* Basic PixArt LoRA support

* Fix aspect ratio logic

* PixArtAlpha text encode with conds

* Use same detection key logic for PixArt diffusers
 2024-12-20 15:25:00 -05:00
comfyanonymous
52c1d933b2 Fix tiled hunyuan video VAE encode issue. 
Some shapes like 1024x1024 with tile_size 256 and overlap 64 had issues.
 2024-12-19 22:55:15 -05:00
comfyanonymous
c441048a4f Make VAE Encode tiled node work with video VAE. 2024-12-19 05:31:39 -05:00
comfyanonymous
cd6f615038 Fix tiled vae not working with some shapes. 2024-12-17 16:22:02 -05:00
Raphael Walker
61b50720d0
Add support for attention masking in Flux (#5942) 
* fix attention OOM in xformers

* allow passing attention mask in flux attention

* allow an attn_mask in flux

* attn masks can be done using replace patches instead of a separate dict

* fix return types

* fix return order

* enumerate

* patch the right keys

* arg names

* fix a silly bug

* fix xformers masks

* replace match with if, elif, else

* mask with image_ref_size

* remove unused import

* remove unused import 2

* fix pytorch/xformers attention

This corrects a weird inconsistency with skip_reshape.
It also allows masks of various shapes to be passed, which will be
automtically expanded (in a memory-efficient way) to a size that is
compatible with xformers or pytorch sdpa respectively.

* fix mask shapes
 2024-12-16 18:21:17 -05:00
comfyanonymous
7a7efe8424 Support loading some checkpoint files with nested dicts. 2024-12-11 08:04:54 -05:00
comfyanonymous
3b9a6cf2b1 Fix issue with 3d masks. 2024-11-13 07:18:30 -05:00
comfyanonymous
eb476e6ea9 Allow 1D masks for 1D latents. 2024-11-11 14:44:52 -05:00
comfyanonymous
8b90e50979 Properly handle and reshape masks when used on 3d latents. 2024-11-09 15:30:19 -05:00
comfyanonymous
09fdb2b269 Support SD3.5 medium diffusers format weights and loras. 2024-10-30 04:24:00 -04:00
comfyanonymous
5cbb01bc2f Basic Genmo Mochi video model support. 
To use:
"Load CLIP" node with t5xxl + type mochi
"Load Diffusion Model" node with the mochi dit file.
"Load VAE" with the mochi vae file.

EmptyMochiLatentVideo node for the latent.
euler + linear_quadratic in the KSampler node.
 2024-10-26 06:54:00 -04:00
comfyanonymous
c3ffbae067 Make LatentUpscale nodes work on 3d latents. 2024-10-26 01:50:51 -04:00
comfyanonymous
a68bbafddb Support diffusion models with scaled fp8 weights. 2024-10-19 23:47:42 -04:00
pharmapsychotic
0b7dfa986d
Improve tiling calculations to reduce number of tiles that need to be processed. (#4944) 2024-09-17 03:51:10 -04:00
comfyanonymous
b33cd61070 InstantX canny controlnet. 2024-08-28 19:02:50 -04:00
comfyanonymous
75b9b55b22 Fix issues with #4302 and support loading diffusers format flux. 2024-08-10 21:28:24 -04:00
Jaret Burkett
1765f1c60c
FLUX: Added full diffusers mapping for FLUX.1 schnell and dev. Adds full LoRA support from diffusers LoRAs. (#4302) 2024-08-10 21:26:41 -04:00
comfyanonymous
591010b7ef Support diffusers text attention flux loras. 2024-08-08 14:45:52 -04:00
comfyanonymous
78e133d041 Support simple diffusers Flux loras. 2024-08-04 22:05:48 -04:00
comfyanonymous
2ba5cc8b86 Fix some issues. 2024-08-03 15:06:40 -04:00
comfyanonymous
ba9095e5bd Automatically use fp8 for diffusion model weights if: 
Checkpoint contains weights in fp8.

There isn't enough memory to load the diffusion model in GPU vram.
 2024-08-03 13:45:19 -04:00
comfyanonymous
eb96c3bd82 Fix .sft file loading (they are safetensors files). 2024-08-01 11:32:58 -04:00
comfyanonymous
a3dffc447a Support AuraFlow Lora and loading model weights in diffusers format. 
You can load model weights in diffusers format using the UNETLoader node.
 2024-07-13 13:51:40 -04:00
comfyanonymous
f8f7568d03 Basic SD3 controlnet implementation. 
Still missing the node to properly use it.
 2024-06-27 18:43:11 -04:00
comfyanonymous
4ef1479dcd Multi dimension tiled scale function and tiled VAE audio encoding fallback. 2024-06-22 11:57:49 -04:00
comfyanonymous
0d6a57938e Support loading diffusers SD3 model format with UNETLoader node. 2024-06-19 22:21:18 -04:00
comfyanonymous
b08a9dd04b Remove empty line. 2024-06-19 20:20:35 -04:00
comfyanonymous
3914d5a2ae Support full SD3 loras. 2024-06-19 10:13:33 -04:00
comfyanonymous
6cd8ffc465 Reshape the empty latent image to the right amount of channels if needed. 2024-06-08 02:35:08 -04:00
comfyanonymous
0ed72befe1 Change log levels. 
Logging level now defaults to info. --verbose sets it to debug.
 2024-03-11 13:54:56 -04:00
comfyanonymous
65397ce601 Replace prints with logging and add --verbose argument. 2024-03-10 12:14:23 -04:00
comfyanonymous
1abf8374ec utils.set_attr can now be used to set any attribute. 
The old set_attr has been renamed to set_attr_param.
 2024-03-02 17:27:23 -05:00
comfyanonymous
b416be7d78 Make the text projection saved in the checkpoint the right format. 2024-02-27 01:52:23 -05:00
comfyanonymous
1cb3f6a83b Move text projection into the CLIP model code. 
Fix issue with not loading the SSD1B clip correctly.
 2024-02-25 01:41:08 -05:00
comfyanonymous
667c92814e Stable Cascade Stage B. 2024-02-16 13:02:03 -05:00
comfyanonymous
236bda2683 Make minimum tile size the size of the overlap. 2024-02-05 01:29:26 -05:00
comfyanonymous
9ac0b487ac Make --gpu-only put intermediate values in GPU memory instead of cpu. 2023-12-08 02:35:45 -05:00
comfyanonymous
61a123a1e0 A different way of handling multiple images passed to SVD. 
Previously when a list of 3 images [0, 1, 2] was used for a 6 frame video
they were concated like this:
[0, 1, 2, 0, 1, 2]

now they are concated like this:
[0, 0, 1, 1, 2, 2]
 2023-12-03 03:31:47 -05:00
comfyanonymous
c3ae99a749 Allow controlling downscale and upscale methods in PatchModelAddDownscale. 2023-11-22 03:23:16 -05:00
comfyanonymous
9f00a18095 Fix potential issues. 2023-11-16 14:59:54 -05:00
comfyanonymous
c962884a5c Make bislerp work on GPU. 2023-11-14 11:38:36 -05:00
comfyanonymous
4a8a839b40 Add option to use in place weight updating in ModelPatcher. 2023-11-11 01:11:12 -05:00
comfyanonymous
6ec3f12c6e Support SSD1B model and make it easier to support asymmetric unets. 2023-10-27 14:45:15 -04:00
comfyanonymous
d44a2de49f Make VAE code closer to sgm. 2023-10-17 15:18:51 -04:00
comfyanonymous
20d3852aa1 Pull some small changes from the other repo. 2023-10-11 20:38:48 -04:00
comfyanonymous
7c9a92f552 Don't depend on torchvision. 2023-09-19 13:12:47 -04:00
MoonRide303
2b6b178173 Added support for lanczos scaling 2023-09-19 10:40:38 +02:00