Extreme speed-up of Wan 2.2 T2V and I2V with just 4 steps
https://huggingface.co/lightx2v
Update: 25/10/30
Refined HIGH lora, extracted from kijai from the most recent checkpoint of lighx2v
https://huggingface.co/Kijai/WanVideo_comfy/tree/main/LoRAs/Wan22_Lightx2v
not an official lighx2v lora
key warnings can be ignored (unused weights)
Update: 25/10/23
Added new release 1022 of Lighx2V LoRAs
Quality seems improved
Possible no ghosting anymore
Compatible to other LoRAs
Update: 25/10/15
MoE-Distill is the latest speed-up LoRA
Patched version from KJ (HIGH)
Restores some motions compared to other speed-up's
Quality seems high
Needs more testing. Some situations are still slow motion.
Use: Euler+simple, Sigma-Shift 5, CFG 1
⚠️ Attention
Some configurations seems to blur/ghost
It seems incompatible with some LoRAs (e.g. NSFW)
It seems incompatible some checkpoints
Update: 25/08/21
More Sampler+Scheduler info
ATM: The LoRAs cause a bit slowdown compared to native sampling without
Update: 25/08/08
The I2V Lora-Upload seem to be broken, re-uploaded it again
Changed some Usage descriptions
Mentioned scheduler/sampler combo
Update: 25/08/07
Added I2V LoRAs
Update: 25/08/05
Added more Infos and LoRAs fix1
Usage
SwarmUI
CFG: 1
Steps: 4
For T2V Use with this at the end of your prompt:
<base> <lora:Wan2.2-Lightning_T2V-A14B-4steps-lora_HIGH_fp16> <refiner> <lora:Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16>(adapt the lora filenames to whatever specific filenames you have locally)For I2V, use
<video> <lora:...i2v-high> <videoswap> <lora:...i2v-low>and of course use the i2v lorasthe I2V Lightning LoRA appears to target 16 fps
General:
1 strength on both
2+2 steps (total 4)
switch at 2 (50%)
Sigma Shift: 5
Sampler + Scheduler combinations:
Euler + Beta
LCM + LTX
Euler + Simple
You need to be very descriptive, short prompts leading to much more random things.
work best at 81x480x832, 81x832x480, 81x720x1280, 81x1280x720
usage tip first loras (outdated):
0.125 strength on both
4 steps
switch at 2
Did not figured out optimal settings for comfyui or swarmui ... still testing. Let me know! :)
Generation times <3 minutes
YOU are responsible for outputs as always! If you make ToS violating content and I get aware I WILL report this.
Description
first fixed version by https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Wan22-Lightning
FAQ
Comments (7)
fixed loras:
https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Wan22-Lightning
explanation (look @kijai post)
https://huggingface.co/lightx2v/Wan2.2-Lightning/discussions/3#6890c92d54a8b9ff771c8a88
new lightx2v still killing the motion...
What is switch at 2 mean?
WARNING- the 2.1 lightX LoRAs work flawlessly with motion and prompt adherence (use at 2.5 strength for high, 1 for low). The 2.2 lightx LoRAs are reported to fail at the same basic requirements.
Here's a clue- in their uncorrected form, the 2.2 version was provably incorrect- and needed 'fixing' by KJ. I think it is clear that the first attempt at a wan2.2 speedup LoRA shows a faulty understanding, and the team needs to try again. I'd stick with the working 2.1 LoRA for the time being- it just works, and works well!
Hello 5B possible ?
Low (fixed) model caused ComfyUI to skip the low noise step entirely. Silently fails and jumps to VAE. Removing the LORA fixes the process.
Another update from devs (with I2V version!):
https://huggingface.co/lightx2v/Wan2.2-Lightning
Details
Files
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Mirrors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Kijai_Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Wan2.2-Lightning_T2V-A14B-4steps-lora_LOW_fp16.safetensors
Available On (1 platform)
Same model published on other platforms. May have additional downloads or version variants.