⚠️Requires 9 custom node packs (list below)
⚠️ Uses GGUF Quantized Wan2.2 base model (for light weight or low VRAM)
⚠️ Uses Lightx2v distill loras for low steps generations
⚠️ Uses Subgraph
⚠️ Dense backend node processes
⚠️ Only tested in ComfyUI Desktop version
✅ UI Oriented workflow
✅ Switch between i2v/FFLF or t2v in one workflow
✅ 4-8 steps generations
✅ No Spaghettification
✅ Comes with other utility workflows

🍥Click Here(CivitAI Article) for Model/Lora Download links + Detailed Guide

Video posted above includes Embedded Workflow. (Download the video, drag into ComyfUI)
Merged videos will not load my main workflow.
Need ComfyUI-VideoHelpSuite custom node to open up workflow from video.

• 2/12/25 - Added 🔵Extend t2v/i2v V0.01 Beta Workflow (WIP - Not perfect)

  • Capable of generating video and continuing in segments

  • ⚠️t2v uses i2v model to extend/continue the video - Lora for t2v will not be able to work, as you will need to pass in i2v loras for continuation which are not implemented yet. unless the t2v loras are usable on both i2v & t2v.

  • ⚠️More extensions/segments = more degradation to character/faces of the video (less coherent over segments).

  • ⚠️FFLF is removed from the workflow due to conflict

  • ⚠️ Only can pass in a single prompt/lora stack and durations are fixed at the moment.

⌨️Usage:

1. Select t2v or i2v/FFLF Mode.

   • t2v: Adjust resolution for video

   • i2v: Drag and drop in the 1st image loader, choose to manually scale down image or disable it to use original image dimension

   • FFLF: Enable i2v mode and Enable FFLF and drag and drop image in the 1st & 2nd image loaders, choose to manually scale down image or disable it to use original image dimension (it will use 1st image dimension)

2. Edit/Add 🍏Prompts, add ✨Loras if needed.

3. Adjust ⌚Duration or just leave it at 5 seconds.

   • Set 🚶‍➡️Total Steps & 👞Split Steps. (4 Total/ 2 Split for Fast, 6 Total/ 3 Split for Good Quality, 8 Total/ 4 Split for Higher Quality)

4. Click on "New Fixed Random" in 🎲Seed Node.

5. Generate Video (▷RUN).

6. Repeat step 4 & 5 until you get desire video shown in 🎥Preview.

7. While using the same 🎲Seed and without changing anything that is not in 🛠️Post Processing, change/edit 🛠️Post Processing Options, Generate Video (▷RUN) again as many times and skip through KSampler.

8. Video generated will be in your output folder - 🗂️ComfyUI/Output

🌀To start on a new video project, disable everything in 🛠️Post Processing and set 📺Final Video Mode to 🎥Preview.

💡If you have lower VRAM

• Click on the "ComyfUI icon" for the menu

• Go to "Settings"

• On left bar, go to "Server-Config"

• Scroll to "Memory"

• Look for "VRAM management mode" option

• Select "lowvram"

• Restart ComfyUI

📱The Workflows includes:

• GGUF model loaders

• Sage Attention

• Lora Stackers

• WanNAG ( to strengthen negative prompt when CFG is 1)

• Auto input for FPS (based on Frame Interpolation and speed)

• Post Processing:

  1. Frame Interpolation

  2. Upscaler with Model

  3. Frame Trimming

  4. Video Speed adjustment

  5. Manual Adjust FPS (overrides auto fps inputs and speed adjustment)

  6. Video Sharpening

  7. Add Logo/Watermark

  8. Save Last Frame

  9. Frame Select

💽Download Files includes:

• Main i2v/FFLF/t2v Workflow

• Postprocessing for video (non-interpolated video)

• Videos Merger/Joiner

• Simple Megapixel Calculator

🧩Custom Node:

(All Custom Nodes are available in Custom Node Manager)
Open workflow, open up 🧩Manager, click on "Install Missing Custom Nodes", Select all and install, restart ComfyUI.

• ComfyUI-GGUF (Manually search in the Customer Node Manager and install this, if it does not show up in “Install Missing Custom Nodes”)

• rgthree-comfy

• ComfyUI-East-Use

• ComfyUI-KJNodes

• ComfyUI-VideoHelpSuite

• ComfyUI-essentials

• ComfyUI-Frame-Interpolation

• ComfyUI-mxToolkit

• WhiteRabbit

🪞Extra Utility Custom Node: (not required)

• ComfyUI-Crystools (add real-time graph in ComfyUI to monitor %usage of CPU, GPU, RAM, VRAM)