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Wan 2.2 Image 2 Video with LightX2V (using GGUF)

13

350

3

Updated: Aug 8, 2025

conceptggufi2vlightx2vwan 2.2

Type

Workflows

Stats

350

0

Reviews

Published

Aug 7, 2025

Base Model

Wan Video 14B i2v 720p

Hash

AutoV2
7C13AE8A93

Image to Video using Wan 2.2 and Lightx2V and GGUF.

If you are having slowness issues, then you might need to get the smallest version of GGUF which will take up the least amount of VRAM.

High Noise i2v model

https://huggingface.co/QuantStack/Wan2.2-I2V-A14B-GGUF/tree/main/HighNoise

Low Noise i2v model

https://huggingface.co/QuantStack/Wan2.2-I2V-A14B-GGUF/tree/main/LowNoise

Lightx2v LORA for speed up

https://huggingface.co/lightx2v/Wan2.1-I2V-14B-480P-StepDistill-CfgDistill-Lightx2v/tree/main/loras

VAE

https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF/tree/main/VAE

If you encounter an issue similar to this :

Given groups=1, weight of size [5120, 36, 1, 2, 2], expected input[1, 32, 21, 104, 60] to have 36 channels, but got 32 channels instead.

If you have the custom node, flow2-wan-video installed, this may be causing issues with Wan 2.2

You can try deleting this node.

If above does not work, then you may need to update comfy

You will need to update comfy by running this batch file (updating from within comfy seems unreliable)

update_comfyui.bat