JonXL's Multi Wan2.2 T2I / T2V / I2V + Clip Extender Workflow (+Upscaling & Interpolation)
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Source description
JonXL's Multi Wan2.2 T2I / T2V / I2V + Clip Extender Workflow (+Upscaling & Interpolation)
( + infinite reuse last frame generation )
Please consider using V4 here if you are an experienced ComfyUI User: https://civitai.com/models/1872180?modelVersionId=2122194
*Downgrade node 'rgthree-comfy' to a lower version like 1.0.25052900, since their new bug prevents groups showing up in the control (bypass) panel *
*V2a - Updated, Fixed the "always resize" bug, now the resize toggle works
AI-generated commentary
AI-generated explanation based on source and configuration details. Suggestions are clearly labeled.
Use this ComfyUI workflow to generate still images and video clips from text prompts or input images, with text-to-image, text-to-video, image-to-video, last-frame extension, upscaling, and frame interpolation.
Configure the models once, then switch between generation modes with toggles.
For continued video generation, reuse the last frame as the next input or manually choose another frame; Reset restores the latest generated frame. Video stitching is not included.
Use a text prompt for text-to-image or text-to-video, or an input image for image-to-video; the outputs are still images or video clips.
Text-to-image supports resolutions up to 1920×1080; the preconfigured image-to-video mode uses frame extending at 960×720 with 81 frames.
Load an image into the Load Image node before starting to avoid an initial error; text-to-image and text-to-video do not need an image.
Suggestion · not verified
Named model files include Wan2.2-T2V-A14B-HighNoise-Q8_0.gguf, Wan2.2-T2V-A14B-LowNoise-Q8_0.gguf, Wan2.2-I2V-A14B-HighNoise-Q8_0.gguf, and Wan2.2-I2V-A14B-LowNoise-Q8_0.gguf.
Named LoRA files include Wan2.2-Lightning_I2V-A14B-4steps-lora_HIGH_fp16.safetensors, Wan2.2-Lightning_I2V-A14B-4steps-lora_LOW_fp16.safetensors, Wan2.2-Lightning_T2V-v1.1-A14B-4steps-lora_HIGH_fp16.safetensors, and Wan2.2-Lightning_T2V-v1.1-A14B-4steps-lora_LOW_fp16.safetensors.
Other named model files are umt5-xxl-encoder-Q5_K_S.gguf, wan_2.1_vae.safetensors, RealESRGAN_x2plus.pth, and CLIP-ViT-H-14-laion2B-s32B-b79K.safetensors. Node packs include comfyui_essentials, comfyui-crystools, comfyui-easy-use, comfyui-frame-interpolation, ComfyUI-GGUF, comfy
Choose generation modes and other toggles in Step 3 — Choose parameters; interpolation and upscaling can also be switched above Step 5 — Prompt.
Multi-LoRA loading is supported; Clip Vision for input images is available but disabled by default, and input images can be resized or rescaled instead of cropped.
Before use, verify that umt5-xxl-encoder-Q5_K_S.gguf, wan_2.1_vae.safetensors, RealESRGAN_x2plus.pth, and CLIP-ViT-H-14-laion2B-s32B-b79K.safetensors are available with the exact filenames, and confirm which installed node packs are intended for ComfyUI-GGUF and was-ns.
Suggestion · not verified
If groups do not appear in the control bypass panel, try rgthree-comfy 1.0.25052900.
Suggestion · not verified
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Sources
1 sourceSource excerpts
1 excerptSource context: 967 downloads · Type Workflows · Base model Wan Video 2.2 T2V-A14B
A multipurpose easy to use workflow for generating text to video and (infinite) image to video, using 2-3 simple toggles.
Configure all models once and then easily switch between generation modes.
(See example video of a 25 second clip generated through frame extension)
Stay tuned for future updates.
Pro tip:
Use my Quick Video Stitcher workflow in conjunction to quickly stitch two (generated) video clips together (rinse and repeat):
Versions:
V1 - Has examples for all modes
V2 - Now only uses 1 Image loader that can be refreshed + Video Frame Dump (for manual frame picking) .. recommended.
Features:
Allows for T2V and I2V generation (using a single toggle)
Allows for single text to image generation with resolution up to 1920x1080
Allows for infinite video generation, by using the last frame as the input frame (for V1 turn on the toggle and generate to your heart's content :) )
Includes upscaling and frame interpolation
Supports (per toggle) simple resize and rescaling of input images instead of cropping
Multi Lora loading
Clip Vision for input image (though disabled by default)
Sage Attention for performance
Very useful for infinite video generation, just change the prompt and click on the "Generate button" once a clip has rendered, to start using the last frame for a new clip.
If needed, you can manually select the last frame too, if you didn't like the last clip generated. Use 'reset' if you want the latest generated frame again.
Toggles can be found in "Step 3 - Choose parameters".
Optionally you can quickly enable or disable frame interpolation and upscaling in the control panel above step 5 "Prompt".
Make sure to load a random image (perhaps the one that came with this workflow zip archive) to avoid the initial error for the "Load image" node. (while the image is not needed for text 2 image or video, ComfyUI likes to complains about it)
The example Lora used in this model can be found here: https://civitai.com/models/1862320/wan22-t2v-lora-cartoon-style )
This workflow does not stitch videos together, but you can use my Quick Video Stitcher Workflow to quickly stitch videos together : https://civitai.com/models/1864873
The zip file (V1) contains one workflow and three example images.
The workflow is preconfigured for Image to Video with Frame Extending on, 960x720x81 frames.
You can also drop in the example images to get a pre-configuration for T2I, T2V, I2V, I2V with frame extending.
For T2I it is recommend to install the following custom_node to use "res_2s" + "bong tangent" sampler: https://github.com/ClownsharkBatwing/RES4LYF
The 4 steps lightning Loras can be found here:
Remaining hardware or download-size estimates are not available yet.
Requirements
CLIP-ViT-H-14-laion2B-s32B-b79K.safetensors
Not resolvedVision model · Unknown
Upscaler · 64.0 MB · PTH · Unknown
umt5-xxl-encoder-Q5_K_S.gguf
Text encoder · Unknown
VAE · Hugging Face · Comfy-Org/Wan_2.2_ComfyUI_Repackaged · Wan 2.2 ComfyUI Repackaged
Wan2.2-I2V-A14B-HighNoise-Q8_0.gguf
Not resolvedCheckpoint · Unknown
Wan2.2-I2V-A14B-LowNoise-Q8_0.gguf
Not resolvedCheckpoint · Unknown
Wan2.2-Lightning_I2V-A14B-4steps-lora_HIGH_fp16.safetensors
Not resolvedLoRA · Unknown
Wan2.2-Lightning_I2V-A14B-4steps-lora_LOW_fp16.safetensors
Not resolvedLoRA · Unknown
Wan2.2-Lightning_T2V-v1.1-A14B-4steps-lora_HIGH_fp16.safetensors
Not resolvedLoRA · Unknown
Wan2.2-Lightning_T2V-v1.1-A14B-4steps-lora_LOW_fp16.safetensors
Not resolvedLoRA · Unknown
Checkpoint · 14.3 GB · GGUF · Unknown
Checkpoint · 14.3 GB · GGUF · Unknown
Node pack · Registry
comfyui-crystools
FoundNode pack · Registry
comfyui-easy-use
FoundNode pack · Registry
comfyui-frame-interpolation
FoundNode pack · Registry
ComfyUI-GGUF
PossibleNode pack · Registry
Node pack · Registry
Node pack · Registry
comfyui-videohelpersuite
FoundNode pack · Registry
rgthree-comfy
FoundNode pack · Registry
was-ns
Not resolvedNode pack · Registry