AI/ComfyUI-WanVideoWrapper
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108 Commits

Author SHA1 Message Date
kijai
2c2a6e1889 RoPE frequency offset option for storymem 
I'm not 100% sure on this, I initially tested this when I noticed the original code doesn't, but it's described in the paper... now I see the original code has added it too so it seems to be the intended way to use it.
 2026-01-23 14:31:04 +02:00
kijai
9f9a8e71c2 Revert " Fix: Fix torch.arange bounds error in context window processing" 
This reverts commit 707bbcd72b.
 2026-01-17 20:13:43 +02:00
Yifu Wang
707bbcd72b Fix: Fix torch.arange bounds error in context window processing 
Fixed "upper bound and lower bound inconsistent with step sign" error
       when using WanVideoContextOptions with pose latents. Changed end index
       from c[-1] to c[-1] + 1 to properly include the last frame in the range.
 2026-01-09 11:36:53 +08:00
kijai
64191921d4 Squashed commit of the following: 
commit fdb23dec7d
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Jan 5 22:11:04 2026 +0200

    Update model.py

commit 07d7d8ca8e
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Jan 5 22:10:02 2026 +0200

    remove prints

commit 01869d4bf5
Merge: 55c6720 bf1d77f
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Jan 5 18:47:48 2026 +0200

    Merge branch 'main' into longvie2

commit 55c672028b
Merge: b551ec9 be41f67
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 29 15:39:43 2025 +0200

    Merge branch 'main' into longvie2

commit b551ec9e31
Merge: 9f019d7 19bcee6
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 29 15:03:53 2025 +0200

    Merge branch 'main' into longvie2

commit 9f019d7dfb
Merge: fc5322f c5d3fb4
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 23:40:25 2025 +0200

    Merge branch 'main' into longvie2

commit fc5322fae4
Merge: 222fc70 e75f814
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 22:04:15 2025 +0200

    Merge branch 'main' into longvie2

commit 222fc70eb7
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 17:18:55 2025 +0200

    Update nodes.py

commit 8509236da1
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 14:20:18 2025 +0200

    init
 2026-01-05 22:11:20 +02:00
kijai
cced7fefbe Make VAE memory reporting optional to reduce log spam, and other logging updates 2025-12-31 15:46:40 +02:00
kijai
3a7100bc39 Add node for UltraVico params 2025-12-30 02:53:38 +02:00
kijai
486564060f Add node to set attention mode per step and/or blocks 2025-12-29 01:35:32 +02:00
kijai
6fd4c6640c Adjust scheduler graph drawing 2025-12-28 01:27:18 +02:00
kijai
e855726f10 Fix enhance-a-video 2025-12-26 23:12:18 +02:00
kijai
a896101ec8 I don't know why this suddenly errors 2025-12-26 22:28:04 +02:00
kijai
fd818faa08 Fix context window ref latent device 2025-12-26 16:09:01 +02:00
kijai
027bed8c3d Cleanup 2025-12-26 13:51:05 +02:00
kijai
20942b8fd9 Cleanup: Remove flowedit code, restructure some other code 
Due to lack of use and code maintainability
 2025-12-26 12:51:22 +02:00
kijai
264212dddb Fix uncond variable name when using zero star or fresca 2025-12-26 01:27:48 +02:00
kijai
95255c7ffa Add node to add story memory latents 2025-12-24 18:44:05 +02:00
kijai
1c24ef50f8 Remove print 2025-12-23 12:25:55 +02:00
kijai
5360eeb345 Squashed commit of the following: 
commit fd32b14fdc
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 02:02:31 2025 +0200

    Clean prints

commit 1776695e26
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 01:48:12 2025 +0200

    Update nodes_model_loading.py

commit ef36204fa8
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 23 01:35:08 2025 +0200

    Reduce peak VRAM use

commit c6f32c1424
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 22 23:53:41 2025 +0200

    Norm dtype

commit 6d4a0f6e53
Merge: e7e0006 3e45021
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 22 22:11:38 2025 +0200

    Merge branch 'main' into longcat_avatar

commit e7e00061e5
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 22 00:43:01 2025 +0200

    Update nodes_sampler.py

commit eb5ec262a0
Merge: 7c0ba84 fed3b22
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 22 00:42:53 2025 +0200

    Merge branch 'main' into longcat_avatar

commit 7c0ba84a26
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 21 23:00:43 2025 +0200

    remove prints

commit 06a86923e7
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 21 22:53:25 2025 +0200

    Fix ref latent

    oops

commit dca3106f10
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 20 18:46:32 2025 +0200

    Expose more options, make vid2vid easier

commit 175418b8d2
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 20 03:15:24 2025 +0200

    Create LongCatAvatar_testing_wip.json

commit 4a6e2d3c6c
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 20 03:14:49 2025 +0200

    Init
 2025-12-23 12:17:07 +02:00
kijai
41683a0423 Possibly fix uni3c + multitalk 2025-12-22 19:44:53 +02:00
kijai
fed3b22bc9 Update nodes_sampler.py 2025-12-21 15:06:46 +02:00
kijai
392d0305fc Add portrait_cfg 2025-12-21 15:06:14 +02:00
kijai
93f7af6dc8 Make uni3c offloading optional 2025-12-17 16:22:37 +02:00
kijai
e6bd1b413a Don't trigger context windows if not enough frames 2025-12-15 18:02:41 +02:00
kijai
a9e21f164c Squashed commit of the following: 
commit 916fc0b1bc
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 15 17:30:37 2025 +0200

    Update nodes.py

commit 63818324f5
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 15 17:30:26 2025 +0200

    Refactor RoPE caching

commit bb0c55da4d
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 15 01:59:16 2025 +0200

    Update nodes_sampler.py

commit a0447d5553
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 15 01:28:09 2025 +0200

    Fix non scale wfs

commit fa761cc2f2
Merge: ea1677b 3aae54f
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 15 01:26:23 2025 +0200

    Merge branch 'main' into SCAIL

commit ea1677bd4a
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 19:41:43 2025 +0200

    Handle torchscript issue better

    Some other custom nodes globally set torch._C._jit_set_profiling_executor(False) which breaks the NLF model

commit e3cfa64bd3
Merge: ad7a0b9 3611341
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 16:49:04 2025 +0200

    Merge branch 'main' into SCAIL

commit ad7a0b925d
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 16:10:34 2025 +0200

    Fix possible uni3c issue

commit 74d97fa4bb
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 15:58:42 2025 +0200

    Match Uni3C temporal dim

commit 056d8ad96f
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 14:47:58 2025 +0200

    Add warning for potential other overrides on torch.jit.script

commit f6dff002ff
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 14:19:33 2025 +0200

    Add option to warmup the NLF model on load and fix it's offloading

commit a19107501d
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 14 13:45:20 2025 +0200

    Add error to indicate ComfyUI-RMBG currently breaks the NLF model

commit e2cfa486e4
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 23:29:49 2025 +0200

    Cleanup unnecessary code

commit 462b61855f
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 18:05:10 2025 +0200

    context windows

commit e57d4baeeb
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 16:55:23 2025 +0200

    Start/end percentages and strength

commit 3e507ae322
Merge: 1e5c7cb 0fa5383
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 16:09:16 2025 +0200

    Merge branch 'main' into SCAIL

commit 1e5c7cb211
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 15:45:39 2025 +0200

    Update nodes.py

commit 98f8e56bca
Merge: 9652146 78e3e18
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 15:42:44 2025 +0200

    Merge branch 'main' into SCAIL

commit 9652146763
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 02:41:06 2025 +0200

    Add imitation of SCAIL pose drawing to the existing NLF node

    This only draws the pose with same colors, it's not meant as final solution, just for testing.

commit 1f86cebdaa
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 13 01:11:56 2025 +0200

    test pose inputs

commit b348b21dbe
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Dec 12 20:10:48 2025 +0200

    Init
 2025-12-15 17:31:01 +02:00
kijai
a19d6bf12d Update nodes_sampler.py 2025-12-15 01:59:39 +02:00
kijai
3aae54f220 Allow WanMove to work with context windows 2025-12-15 01:22:21 +02:00
kijai
3611341339 Fix uni3c reloading 2025-12-14 16:48:55 +02:00
kijai
0fa5383106 Fix default rope for v2 sampler 2025-12-13 16:09:08 +02:00
kijai
78e3e1857c Add v2 sampling nodes for cleaner workflows 
No functional changes, just cleaner nodes
 2025-12-13 15:42:35 +02:00
kijai
91413b33f5 One-to-all pose cfg 2025-12-12 15:23:56 +02:00
kijai
66a21e544a WanMove: Make compatible with TRACK -input type and make strength param do something 2025-12-11 01:45:05 +02:00
kijai
f9287e3ecd Fix cfg when using WanMove 2025-12-10 20:05:41 +02:00
kijai
2790c532cc Handle OneToAll extra layer devices 2025-12-10 19:46:02 +02:00
kijai
d000fbc645 Support WanMove 
https://github.com/ali-vilab/Wan-Move
 2025-12-09 19:55:56 +02:00
kijai
8b037bce2e Squashed commit of the following: 
commit c3eb0f49fa
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 9 12:55:49 2025 +0200

    move workflow

commit e129e25c26
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 9 11:17:17 2025 +0200

    Fix padding

commit f252f34eff
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 9 01:38:17 2025 +0200

    Add long video example

commit 09ceab808b
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Dec 9 01:31:48 2025 +0200

    Support extension

commit 7ca221874e
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 12:28:29 2025 +0200

    Might as well not even do control pass on uncond...

commit b55caf299e
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 12:15:59 2025 +0200

    Cfg fixes

commit fd54ba23e6
Merge: 2f97b1b e867e64
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 10:39:55 2025 +0200

    Merge branch 'main' into onetoall

commit 2f97b1bd88
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 09:32:09 2025 +0200

    Add ref_mask input

commit 74cad232fd
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 03:44:42 2025 +0200

    Update nodes_model_loading.py

commit 01a038eb4a
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 03:11:08 2025 +0200

    Fix indentation

commit a95f4d6eaa
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 02:54:47 2025 +0200

    Update model.py

commit ad006985a1
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 02:54:19 2025 +0200

    Fix token replace

commit b5f0f44f17
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 02:50:52 2025 +0200

    Don't use token replace by default

commit 874174ec29
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 02:24:47 2025 +0200

    Create WanToAllAnimation_test.json

commit 9e61758556
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 02:23:15 2025 +0200

    Add token replacement

commit 41fd76dfcb
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 00:45:33 2025 +0200

    Use correct norm for reference attn

commit 705f5dcc8b
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Dec 8 00:11:17 2025 +0200

    cleanup

commit 4f095d97f8
Merge: 3e4e4db 2369cdb
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 7 18:44:01 2025 +0200

    Merge branch 'main' into onetoall

commit 3e4e4db35d
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sun Dec 7 00:27:23 2025 +0200

    handle controlnet better

commit c5742552a9
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 6 17:24:45 2025 +0200

    cleanup

commit c06ff9c066
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 6 03:41:02 2025 +0200

    3D rope for controlnet

commit 948ea6b783
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 6 03:08:04 2025 +0200

    pose input scaling

commit 90c2eff3b2
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Dec 6 02:37:48 2025 +0200

    Cleanup

commit 9f7683422c
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Dec 5 23:29:05 2025 +0200

    pose control

commit 0f217be4d8
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Dec 5 20:55:10 2025 +0200

    Support reference input
 2025-12-09 12:56:11 +02:00
kijai
00971fc121 Don't remove lora in loop sampling offload 2025-12-08 09:43:36 +02:00
Jukka Seppänen
0e81adb843 Fix for HuMo with I2V 2025-12-08 03:17:29 +02:00
kijai
123c9ca312 Allow HuMo to work with start_image 2025-12-07 18:18:16 +02:00
kijai
e2333d0f04 Update nodes_sampler.py 2025-12-04 16:51:30 +02:00
kijai
9d0a21228b Update nodes_sampler.py 2025-12-04 16:48:23 +02:00
mossmatrix
4e2bf0f1fa Fix device mismatch error with I2V + Lynx embeds 
Fixed RuntimeError when using I2V embeds with Lynx embeds where tensors
were on different devices (cuda:0 and cpu).

The issue occurred because lynx_ref_text_embed["prompt_embeds"] were not
explicitly moved to the GPU device before being passed to the transformer
during Lynx reference buffer extraction.

Changes:
- Move lynx text embeddings to device in both conditional and unconditional
  buffer extraction calls (lines 1114 and 1128)
- Ensures all tensors are on the same device during cross-attention operations
 2025-12-04 00:34:54 -05:00
kijai
aebeeb9160 Code cleanup 2025-12-02 14:49:42 +02:00
kijai
a652c55bf7 Remove LoRAs when fully offloading as well 2025-12-01 12:50:22 +02:00
kijai
0c9d5b8dcc context windows 2025-11-29 02:11:57 +02:00
kijai
e54fa5d059 Init 2025-11-28 20:32:16 +02:00
kijai
f872460285 Fix TTM for dual sampler setups 2025-11-16 19:23:19 +02:00
kijai
b826642a83 Add TTM support (Time To Move) 
https://github.com/time-to-move/TTM
 2025-11-16 17:52:49 +02:00
kijai
e3c2a1431b Squashed commit of the following: 
commit f685ee33ac
Merge: bb5707f 4e31081
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 13 16:37:38 2025 +0200

    Merge branch 'main' into bindweave

commit bb5707f601
Merge: acb662b ff26836
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Nov 11 18:53:19 2025 +0200

    Merge branch 'main' into bindweave

commit acb662b5af
Merge: 907c9e1 e926f7a
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Tue Nov 11 11:44:26 2025 +0200

    Merge branch 'main' into bindweave

commit 907c9e1cdd
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Mon Nov 10 21:02:58 2025 +0200

    Update nodes.py

commit e4a4d22537
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Nov 8 16:04:55 2025 +0200

    Update nodes_sampler.py

commit a3b2f67337
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Nov 8 16:03:00 2025 +0200

    Pad clip vision embeds like in original code

commit 1e00c8fb28
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Sat Nov 8 12:21:11 2025 +0200

    Update nodes.py

commit ff16dce5c0
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Nov 7 01:15:13 2025 +0200

    Update nodes_sampler.py

commit f972b31bf2
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Nov 7 01:09:22 2025 +0200

    Update nodes.py

commit 3dacd6a719
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Nov 7 00:45:06 2025 +0200

    Update nodes_sampler.py

commit 7bf99791ad
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Nov 7 00:44:13 2025 +0200

    Update nodes.py

commit 7a5587b5af
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Fri Nov 7 00:39:10 2025 +0200

    Let the user resize for QwenVL

    Seems to need smaller resolutions

commit d6cf172846
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 6 23:41:24 2025 +0200

    Update nodes.py

commit cf86f4f0a4
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 6 21:01:03 2025 +0200

    Update model.py

commit b1f8309a20
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 6 19:55:54 2025 +0200

    Update nodes_model_loading.py

commit 8992c6af64
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 6 19:22:56 2025 +0200

    Don't include padding for scheduler

commit e4084a961b
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 6 18:32:53 2025 +0200

    Update nodes.py

commit 3ec1edefbe
Author: kijai <40791699+kijai@users.noreply.github.com>
Date:   Thu Nov 6 17:35:48 2025 +0200

    init

    For testing, no idea if it works yet
 2025-11-13 17:10:57 +02:00
kijai
68392684b5 Add node to use UniLumos 
Simply allows fore and background latent inputs for UniLumos relight model, example inputs seem to work: https://github.com/alibaba-damo-academy/Lumos-Custom/tree/main/UniLumos/UniLumos/examples
 2025-11-10 19:06:45 +02:00
kijai
475f96aede Fix accidental positional arg 2025-11-04 20:53:46 +02:00
kijai
9fa4140159 Make lora torch.compile optional for unmerged lora application 
This change has caused issues especially with LoRAs that have dynamic rank. Will now be disabled by default, to allow full graph with unmerged LoRAs the option to allow compile is available in the Torch Compile Settings -node
 2025-11-04 01:34:51 +02:00