1847730/2110988/README.md

---
license: other
tags:
- tool
---

# Smooth Workflow Wan 2.2 (I2V/T2V/first2last frame/MMAudio) - Adv. WAN 2.2 S. Workflow - 2110988

**Model Type**: Workflows

**Base Model**: Wan Video 2.2 I2V-A14B

**Trigger Words**: None

**Tags**: tool

## Gallery

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    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/12dda6db-24fb-4464-90af-e319fc26cda5/original=true/94097558.mp4" width="200" controls muted autoplay loop></video></td>
    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/00eb3c60-f339-495d-9a6d-46740b1efdec/original=true/94097169.mp4" width="200" controls muted autoplay loop></video></td>
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    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/9475b511-9318-4bd3-9ef8-aced3a1cf2c2/original=true/94095631.mp4" width="200" controls muted autoplay loop></video></td>
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    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/4f31ac7e-c9bb-48f8-8302-aa76777e99bb/original=true/94095719.mp4" width="200" controls muted autoplay loop></video></td>
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## Description

**Update: WAN 2.2 Smooth Workflow v5.0 - 04/19/2026**
-----------------------------------------------------

**"WAN 2.2 Smooth Workflow v5.0" update:** The new version now has a First2LastFrame Workflow. **Make sure to fully update your Comfyui and the extensions.**

* **At the time of making the Showcase: Stability Matrix v2.15.7 and ComfyUI v.019.3.**
* Lightx2v Loras used:

  + HIGH with weight 1.0 -> [high\_noise\_lora\_rank64\_lightx2v\_4step\_1022.safetensors](https://huggingface.co/lightx2v/Wan2.2-Distill-Loras/blob/main/wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022.safetensors)
  + LOW with weight 1.5 - > [lightx2v\_T2V\_14B\_cfg\_step\_distill\_v2\_lora\_rank128\_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Lightx2v/lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank128_bf16.safetensors)
* Still uses the same extensions as v4.0 - No need to install more. Make sure ComfyUI, its dependencies and the Extensions are fully updated.
* The Showcase is focused on the usage of First2LastFrame since the other workflows are pretty much the same. Added some examples of Loops you can make. I might take a few tries but its possible to make something simple - keep Loops at 5 seconds at most - Wan 2.2 doesn't work very well above that threshold.
* **Updated Notes:** Added mode hyperlinks for some of the Resources and Models Extensions used in the Workflow.
* The videos on Showcase used the[**SmoothMix I2V v.2.**](https://civitai.com/models/1995784?modelVersionId=2513182)

* All Extensions for WAN 2.2 Smooth Workflow v5.0:

[**ComfyUI-Adaptive Prompts**](https://github.com/Alectriciti/comfyui-adaptiveprompts)

[**ComfyUI-NAG**](https://github.com/scottmudge/ComfyUI-NAG)

[**ComfyUI-MTB**](https://github.com/melMass/comfy_mtb)

[**rgthree-comfy**](https://github.com/rgthree/rgthree-comfy)

[**ComfyUI-MMAudio**](https://github.com/kijai/ComfyUI-MMAudio)

[**ComfyUI-WanVideoWrapper**](https://github.com/kijai/ComfyUI-WanVideoWrapper)

[**ComfyUI-VideoHelperSuite**](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite)

[**ComfyUI-VFI**](https://github.com/GACLove/ComfyUI-VFI)

[**ComfyUI-KJNodes**](https://github.com/kijai/ComfyUI-KJNodes)

[**ComfyUI-Easy-Use**](https://github.com/yolain/ComfyUI-Easy-Use)

[**ComfyUI\_Comfyroll\_CustomNodes**](https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes)

[**ComfyUI-GGUF**](https://github.com/city96/ComfyUI-GGUF)

[**ComfyUI-mxToolkit**](https://github.com/Smirnov75/ComfyUI-mxToolkit)

* Links for MMAudio usage:

[**MMAudio SFW base model**](https://huggingface.co/Kijai/MMAudio_safetensors/tree/main)

[**MMAudio NSFW Model (fine-tuned off the base model)**](https://huggingface.co/phazei/NSFW_MMaudio/resolve/main/mmaudio_large_44k_nsfw_gold_8.5k_final_fp16.safetensors?download=true)

[**MMAudio VAE (fp16)**](https://huggingface.co/Kijai/MMAudio_safetensors/resolve/5984623e6b436818c6ff287ef6eec93e3e05aa3f/mmaudio_vae_44k_fp16.safetensors)

[**MMAudio Synchformer (fp16)**](https://huggingface.co/Kijai/MMAudio_safetensors/resolve/main/mmaudio_synchformer_fp16.safetensors)

[**MMAudio CLIP Encoder (fp16)**](https://huggingface.co/Kijai/MMAudio_safetensors/resolve/main/apple_DFN5B-CLIP-ViT-H-14-384_fp16.safetensors)

Put the MMAudio models on ComfyUI/models/mmaudio. Create the folder if it does not exist.

**Update: WAN 2.2 Smooth Workflow v4.0 - 03/14/2026**
-----------------------------------------------------

**"WAN 2.2 Smooth Workflow v4.0" update:** A new version with a new Ksampler method and more functions. **Make sure to fully update your Comfyui and the extensions.**

* **NAG:** Now uses Normalized Attention Guidance (NAG) in Ksamplers. [**Check the github page more info**](https://github.com/scottmudge/ComfyUI-NAG). It makes the negative prompt be effective even at CFG 1.0 for improved quality and control.
* **Adaptive Prompts:** You can use Adaptive Prompts when writing your Positive prompt now. [**Check the github page more info**](https://github.com/Alectriciti/comfyui-adaptiveprompts)**.** To check the choices made by the Node just open the Positive Prompt Subgraph.
* **Updated Notes:** Added hyperlinks for all Extensions used in the Workflow. Other notes have been added and updated. There are alot of little notes everywhere. Make sure to read them. ^^
* The videos on Showcase used the[**SmoothMix I2V v.2**](https://civitai.com/models/1995784?modelVersionId=2513182)and [**SmoothMix T2v V.3**](https://civitai.com/models/1995784)**.**

All Extensions for WAN 2.2 Smooth Workflow v4.0:

[**ComfyUI-Adaptive Prompts**](https://github.com/Alectriciti/comfyui-adaptiveprompts)

[**ComfyUI-NAG**](https://github.com/scottmudge/ComfyUI-NAG)

[**ComfyUI-MTB**](https://github.com/melMass/comfy_mtb)

[**rgthree-comfy**](https://github.com/rgthree/rgthree-comfy)

[**ComfyUI-MMAudio**](https://github.com/kijai/ComfyUI-MMAudio)

[**ComfyUI-WanVideoWrapper**](https://github.com/kijai/ComfyUI-WanVideoWrapper)

[**ComfyUI-VideoHelperSuite**](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite)

[**ComfyUI-VFI**](https://github.com/GACLove/ComfyUI-VFI)

[**ComfyUI-KJNodes**](https://github.com/kijai/ComfyUI-KJNodes)

[**ComfyUI-Easy-Use**](https://github.com/yolain/ComfyUI-Easy-Use)

[**ComfyUI\_Comfyroll\_CustomNodes**](https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes)

[**ComfyUI-GGUF**](https://github.com/city96/ComfyUI-GGUF)

[**ComfyUI-mxToolkit**](https://github.com/Smirnov75/ComfyUI-mxToolkit)

**Update: WAN 2.2 Smooth Workflow v3.0 - 19/01/26**
---------------------------------------------------

**"WAN 2.2 Smooth Workflow v3.0" update:** Its a big workflow now. **Make sure to fully update your Comfyui and the extensions.**

* **All in one:** Txt2vid, Img2vid and Audio Options! You can now try adding audio to your videos.
* **Select your workflow:** I tried to make it very simple to change between the Img2vid, Txt2vid and Audio Workflows.
* **New fps Output:** I had to change the video outputs to 25fps to make sure the audio and video are in sync.
* **Multiple Notes:** There are alot of little notes everywhere. Make sure to read them. ^^

Added Extensions:

[**ComfyUI\_Comfyroll\_CustomNodes**](https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes)

[**ComfyUI-VFI**](https://github.com/GACLove/ComfyUI-VFI)

It uses MMAudio. So install - [**ComfyUI-MMAudio Nightly**](https://github.com/kijai/ComfyUI-MMAudio)

And its requirements:

[**MMAudio SFW base model**](https://huggingface.co/hkchengrex/MMAudio/tree/main/checkpoints)

[**MMAudio NSFW Model (fine-tuned off the base model)**](https://huggingface.co/phazei/NSFW_MMaudio/resolve/main/mmaudio_large_44k_nsfw_gold_8.5k_final_fp16.safetensors?download=true)

[**MMAudio VAE (fp16)**](https://huggingface.co/Kijai/MMAudio_safetensors/resolve/5984623e6b436818c6ff287ef6eec93e3e05aa3f/mmaudio_vae_44k_fp16.safetensors)

[**MMAudio Synchformer (fp16)**](https://huggingface.co/Kijai/MMAudio_safetensors/resolve/main/mmaudio_synchformer_fp16.safetensors)

[**MMAudio CLIP Encoder (fp16)**](https://huggingface.co/Kijai/MMAudio_safetensors/resolve/main/apple_DFN5B-CLIP-ViT-H-14-384_fp16.safetensors)

Puts the MMAudio models on ComfyUI/models/mmaudio. Create the folder if it does not exist.

**Small Update - 10/16**
------------------------

Small change made to **"WAN 2.2 S. Workflow v2.0"** and **"WAN 2.2 Txt2Video Workflow v2.0"** That should allow for a faster VAE Decoding.

**Update: WAN 2.2 Txt2Video Workflow v2.0 - 10/08**
---------------------------------------------------

**"WAN 2.2 Txt2Video Workflow v2.0" update:** now its SUPER simple and easy to use.

I made it to use with the [**Smooth Mix Txt2Vid Wan 2.2 Checkpoint**](https://civitai.com/models/1995784)! Make sure to try it! ^^

Here are my recommend video setting when using the workflow with SmoothMix Txt2Vid:

* **Low/Mid end PCs:**

Set Steps to "6" on both KSamplers;

KSampler 1 -> end\_at\_step = "3";

KSampler 2 -> start\_at\_end = "3".

* **High end PCs:**

Set Steps to "10" on both KSamplers;

KSampler 1 -> end\_at\_step = "5";

KSampler 2 -> start\_at\_end = "5".

**Update: WAN 2.2 Smooth Workflow v2.0 - 09/29**
------------------------------------------------

**"WAN 2.2 S. Workflow v2.0" update:** now its SUPER simple and easy to use.

I made it to use with the [**Smooth Mix Wan 2.2 Checkpoint**](https://civitai.com/models/1995784)! Make sure to try it! ^^

* All the videos on the showcase for **WAN 2.2 S. Workflow v2.0** used [**Smooth Mix Wan 2.2 Checkpoint**](https://civitai.com/models/1995784)**.**
* **It does not has Florence anymore.** Make sure to install and update all necessary extensions listed below. No new extensions where used.

**Update: Adv. Workflow - 08/29**
---------------------------------

**"Adv. WAN 2.2 S. Workflow" update:** added the Node "Color Match" before 'Video Result' and 'Last Frame' to help with color consistency.

**Update: Txt2Vid Workflow**
----------------------------

Added a txt2vid workflow. Thanks for [vinque](https://civitai.com/user/vinque) for the suggestion. =)

**Update: Adv. Workflow + First2Last Frame**
--------------------------------------------

Made a few adjustments to the basic workflow for these new version!

**Both use the same tools/weights as the basic workflow so no need to install anything new if you can already use the basic one.**

Both versions have "Power Loader Node" set for the High and Low Loras.

More Loras usually means more instructions put on the Positive Prompt so Florence2 is disabled by default.

To make a looping animation on First2Last Workflow make sure to set enough time for the AI to process the loop. Try 5 or 6 seconds.

**WAN 2.2 SMOOTH WORKFLOW**
---------------------------

**PLEASE make sure to read everything.**

Making a simple Workflow from Wan is tricky. Wan requires are more complicated set up to work. I'm going into this assuming you have read all tutorials necessary to make Wan 2.2 work on your PC as doing that here is unresonable.

WAB 2.2 is still pretty new and there is still alot to test. **All images used on the Showcase use the same set of loras, weights and configurations.** The only difference was the image used and the Positive Prompt. I tried using realistic, semirealistic and anime style to show that its possible to animated any style you want by using the configuration on this workflow.

So, before we begin, this Worflow uses the following:

* [Wan2.2\_i2v\_high\_noise\_14B and Wan2.2\_i2v\_low\_noise\_14B](https://huggingface.co/bullerwins/Wan2.2-I2V-A14B-GGUF/tree/main)

Use the one that fits your own specs. The one used for the showcase was the "**wan2.1-i2v-14b-720p-Q8\_0**" version.

* [Kijai/WanVideo\_comfy at main](https://huggingface.co/Kijai/WanVideo_comfy/tree/main)

Out of all Loras that increases generation speed this one has given me more consistenty results.

The one used for the showcase was the "**Wan21\_T2V\_14B\_lightx2v\_cfg\_step\_distill\_lora\_rank32**" version.

Of course you should test other versions or Loras that speed up generation as well as well.

* [(WAN General NSFW model - 2.2 HIGH/LOW v0.08a (nightly)](https://civitai.com/models/1307155/wan-22-experimental-wan-general-nsfw-model)

Showout to @CubeyAI for the Loras. Without these making NSFW results was a pain, and we can't have that can we? Make sure to use the latest version of those Loras.

Used extensions:

[**Comfy\_mtb**](https://github.com/melMass/comfy_mtb)

[**ComfyUI-Frame-Interpolation**](https://github.com/Fannovel16/ComfyUI-Frame-Interpolation)

[**ComfyUI-VideoHelperSuite**](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite)

[**rgthree-comfy**](https://github.com/rgthree/rgthree-comfy)

[**ComfyUI-GGUF**](https://github.com/city96/ComfyUI-GGUF)

[**ComfyUI-KJNodes**](https://github.com/kijai/ComfyUI-KJNodes)

[**Florence2**](https://github.com/kijai/ComfyUI-Florence2)

[**ComfyUI-Easy-Use**](https://github.com/yolain/ComfyUI-Easy-Use)

[**ComfyUI-mxToolkit**](https://github.com/Smirnov75/ComfyUI-mxToolkit)

### 

==========================================================

Its divided in sections to make it easy to navigate.

**PROMPTS**

Here is where the magic happens. So lets start here.

There are a few ways to use it:

* **TYPE NOTHING ON THE POSITIVE**

By default Florence will create a prompt for you and a lot of times... thats enough lol. You don't need to type anything on the Positive. For examples of results that use an empty positive prompt check [this](https://civitai.com/images/92889021) and [this](https://civitai.com/images/92890504).

I recommend you start by leaving the Positive Prompt empty at first. After you see the results you should begin working on your prompt if you did not like the results.

* **USE SIMPLE PROMPTS**

Don't put a giant wall of text on the Positive Prompt as Florence will do that already. The showcase has Videos with very few prompts, some with just ONE.

* **DISABLE FLORENCE**

If you really can't seem to get what you want disabling Florence might be the way to go.

**FLORENCE**

Choose your Florence model. Default model is "**Florence-2-base-PromptGenv.2.0**". Feel free to test other version or disable all of Florence nodes if you think its not helping.

**CHECKPOINTS GGUF / SAFETENSOR**

Very straight foward. Just choose your Checkpoint: GGUF or Safetensors. Disable the ones you are not going to use. Set to GGUF by default.

**SPEEDING TOOLS AND LORAS**

Here is where Sage and the Loras are set up. Feel free to change values or disable what you don't what to use.

**CLIP / VAE**

Still using the same as the wan 2.1

Text encoder: **umt5\_xxl\_fp8\_e4m3fn\_scaled**

VAE: **Wan 2.1**

**IMAGE**

Load your Image! :)

**VIDEO SIZE**

By default its set to 480x720 with Upscale by 2. That results in a 960x1440 video! Default upscale method is "lanczos"!

Feel free to change anything it to fit your own specs.

**VIDEO LENGTH**

Here you can adjust the video length.

By default is set to 81 or 5 seconds.

**VIDEO SETTINGS**

All settings here were set after testing. Feel free to change to your liking! :)

**VIDEO PREVIEW/RESULT/LAST FRAME**

You should be able to see how your video is turning out on the preview. If you don't where the results are going just cancel the run!

The video result is set to be at 30 fps. The video will be saved on Video/(Date\_video\_was\_made).

The last frame of the video will be saved on the same folder as the video. You can use this to extent your videos! Check [**this post**](https://civitai.com/posts/20608532) for examples.

====================================

**Other recommend extensions:**

[**ComfyUI-Manager**](https://github.com/Comfy-Org/ComfyUI-Manager)

[**ComfyUI\_essentials**](https://github.com/cubiq/ComfyUI_essentials)

[**ComfyUI\_PNGInfo\_Sidebar**](https://github.com/KLL535/ComfyUI_PNGInfo_Sidebar)

[**ComfyUI-Custom-Scripts**](https://github.com/pythongosssss/ComfyUI-Custom-Scripts)

[**ComfyUI-Autocomplete-Plus**](https://github.com/newtextdoc1111/ComfyUI-Autocomplete-Plus)

---

Author: [DigitalPastel](https://civitai.com/user/DigitalPastel)

Model: [CivitAI Model Page](https://civitai.com/models/1847730?modelVersionId=2110988)

Archive: [CivArchive Page](https://civarchive.com/models/1847730?modelVersionId=2110988)

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