Wan AiO (not ckpt)

Everything shoved into single node.

Pros:

• Independent of any workflow, can be used anywhere.

• Versatile. Can be chained for whatever effect: T2V+I2V extensions (unlimited)+FLF2V loop+V2V Upscale+Face Inpaint, whatever else, in a single workflow.

Cons:

• Newbie unfriendly - you have to know what and how Wan does to better understand how to use it.

• Lora selection - have to be performed inside the subgraph. Easy to forget and miss when they were used, but also easy to copy to the next part.

• Easy to mess up inputs and parameters

• RAM bloat - using multiple features with different checkpoint means comfyUI will not unload them from RAM, eventually spilling to swap file. For me, even 128GB is not enough sometimes.

• Workflow json file bloat - inner wflow is massive with all the branching.

To start using, select your models (ckpts and lightning loras) inside subgraph (relevant nodes highlighted by red in top left corner), install triton and sageattention, or bypass/remove torch.compile and sageattention nodes (be a quitter and lose ~40% speed boost). Publish subgraphs (book icon) to use anywhere.

When using merges with lightning loras included, bypass or remove lightning lora loaders inside subgraph.

There's a pdf manual in the archive to help navigate subgraph's parameters. Also contains short instruction about triton and sageattention installation.

Changelog

v4 2.11.2025

Combined all Wan 2.2 and 2.1 basic features into single subgaphs.

Gathered most of VACE features into sigle subgraphs.

v3.1 17.08.2025

Added:

• FunControl 2.2 - inner wflow and subgraph

Changed:

• How loras added; initially i opted to using lora stacks, as only 2.1 loras were availible, to select lora once and apply to both ckpts, but now it's no longer relevant, so back to PowerLoraLoader

FunInpaint was very disappointing, so i won't be adding it. I2V is same in function and has no risk of conflicts with loras.

v3.0 01.08.2025

Added:

• Wan2.2 model profiles and new nodes utilizing it's MoE capabilities

Changed:

• Group nodes replaced with subgraphs

Removed:

• 1.3b control loras

v2.8 14.07.2025

Added:

• VACE seamless extension - wflow and group node

• VACE seamless loop - wflow and node

Removed:

• HunYuan

• LTX

v2.7 17.05.2025

WanWrapper workflow updated

• VACE 14b and 1.3b

• Phantom

• FantasyTalking

• CausVid (3step) lora

• Spline dot control example

v2.6 24.04.2025

• Wrapper IV2V node - crank up blocks to swap and upscale to XL resolution

• FLF2V - official start-to-end frame model that rocks

• Skyreels V2 DF - video extention model that takes last frames of provided video and seamlessly extends it - pretty much FramePack, but Wan

v2.5 7.04.2025

Wan wrapper consolidated - separate workflows are likely better, keeping it as proof of concept

v2.1. 4.04.2025

InterpV2V nodes added.

v2. 3.04.2025

HunYuan - standard tools: T2V, V2V, I2V (including LeapFusion), IV2V (performs poorly)

introduction of Group Nodes

v1. 31.03.2025

initial release