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-
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  ---
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  license: other
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  tags:
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- - civitai
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Author: [qdr1en](https://civitai.com/user/qdr1en)
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- Model: [https://civitai.com/models/2119841?modelVersionId=2455329](https://civitai.com/models/2119841?modelVersionId=2455329)
 
 
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- Mirror: [https://civarchive.com/models/2119841?modelVersionId=2455329](https://civarchive.com/models/2119841?modelVersionId=2455329)
 
 
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  license: other
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  tags:
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+ - flff
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+ - i2v
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+ - looping
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+ - tool
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+ - wan
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  ---
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+
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+ # Wan 2.2 I2V - Multi First-to-Last-Frame (FFLF) video. Automated, Easy, Looping, Multi-Prompting. - v2.0 - 2455329
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+
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+ **Model Type**: Workflows
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+
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+ **Base Model**: Wan Video 2.2 I2V-A14B
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+
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+ **Trigger Words**: None
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+
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+ **Tags**: flff, i2v, looping, tool, wan
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+
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+ ## Gallery
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+
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+ <table>
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+ <tr>
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+ <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/9d527d17-92f5-46dd-9100-9d09aa075b60/original=true/112141283.mp4" width="200" controls muted autoplay loop></video></td>
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+ <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/21e44574-8822-4297-80dc-a284403eee5c/original=true/112141396.jpeg" width="200"></td>
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+ <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/bcd4555c-e95f-47bf-acfd-4f8bac3efbfe/original=true/112141446.jpeg" width="200"></td>
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+ </tr>
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+ </table>
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+
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+ ## Description
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+
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+ Initially built with photoshootings and music video clips in mind, the workflow actually **automates the production of any type of long cinematic sequence**. If you have a story to tell with your pictures, this is the workflow you need.
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+ Main Features
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+ -------------
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+
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+ * Fully automated from start to end.
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+ * Handles from 2 to a potentially unlimited number source pictures.
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+ * Flexible prompting.
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+ * Flexible video lengths (v2).
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+ * Increased generation speed (v2).
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+ * Can produce looping and non-looping videos.
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+ * Works on 12GB VRAM cards and higher.
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+
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+ Getting Started
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+ ---------------
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+
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+ 1. Replace the models, clip, and LoRas by those you usually use.
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+ 2. Set the folder location of your pictures, in the node *Load Images from Folder (KJ)*.
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+ 3. Set the outputs width and length(s).
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+ 4. Write your prompt(s)
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+ 5. Click "Run".
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+
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+ Usage & Tips
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+ ------------
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+
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+ By default, the **same prompt** is used for all generations, but you can use **different prompts** instead, by connecting the *Concatenate* node to the *Positive Prompt* node.
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+ If Wan makes unwanted **hard cuts**, it probably means there is too much "distance" between the start and the end frame. You can increase the number of frames, increase the number of steps, and/or increase the lightx2v LoRas strength to avoid that effect, to a certain extent. On the contrary, if the character barely moves, decrease the number of frames to make him move faster.
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+
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+ (v1) For a **non-looping** video, disconnect the *count* connector in the *Load Images From Folder (KJ) node* from the *total* connector in the *For Loop Start* node, and set the *total* as “number of images - 1”.
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+ Images are **sorted by name**, so if you need to rename your images, remember that “10” comes before “9” (and before “2”), but “09” comes before “10”.
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+ An example prompt is provided, but feel free to **experiment** alternative prompts and settings. Enjoy, and if you are satisfied with the result, post your best takes.
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+ Custom Nodes
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+ ------------
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+
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+ **Required**
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+
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+ * [ComfyUI-Easy-Use](https://github.com/yolain/ComfyUI-Easy-Use)
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+ * [ComfyUI-KJNodes](https://github.com/kijai/ComfyUI-KJNodes)
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+ * [ComfyUI-VideoHelperSuite](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite)
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+ * [RES4LYF](https://github.com/ClownsharkBatwing/RES4LYF) (v2)
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+ **Optional**
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+ * [ComfyUI-Impact-Pack](https://github.com/ltdrdata/ComfyUI-Impact-Pack) (for multi-prompting) (v1)
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+ * [ComfyUI-GIMM-VFI](https://github.com/kijai/ComfyUI-GIMM-VFI) (for interpolation)
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+
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+ Models Used
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+ -----------
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+
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+ **Wan 2.2 14B I2V**, Quantized:
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+
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+ • <https://huggingface.co/QuantStack/Wan2.2-I2V-A14B-GGUF/tree/main>
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+ **Lightx2v** LoRas :
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+ • <https://civitai.com/models/1585622?modelVersionId=2361379>
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+ • <https://civitai.com/models/1585622?modelVersionId=2014449>
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+ **Fun** LoRa:
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+ • <https://huggingface.co/alibaba-pai/Wan2.2-Fun-Reward-LoRAs/tree/main>
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+
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+ ---
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+
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  Author: [qdr1en](https://civitai.com/user/qdr1en)
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+ Model: [CivitAI Model Page](https://civitai.com/models/2119841?modelVersionId=2455329)
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+
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+ Archive: [CivArchive Page](https://civarchive.com/models/2119841?modelVersionId=2455329)
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+ <!-- Version: 20260502_upload -->