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| "# 1. Loaders\nThis section loads all the necessary components:\n- **Input Video:** Your source footage.\n- **High/Low Noise Models:** The two UNets for the 2-pass process.\n- **VAE:** Decodes the final latent image back into pixels.\n- **GGUF CLIP:** The text encoder for understanding your prompt." |
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| "# 3. Generation / Sampling\nThe core of the process. The first sampler runs for the initial steps (`start_step` to `split_step`), and the second sampler takes over to finish the generation." |
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| "# 2. Pre-Processing\nHere, the input video is resized to the target resolution and then encoded into the latent space. This latent image is what the samplers will modify based on your prompt." |
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| " [Tutorial](https://docs.comfy.org/tutorials/video/wan/wan2_2) | [教程](https://docs.comfy.org/zh-CN/tutorials/video/wan/wan2_2)\n\n**Diffusion Model**\n\n* [Wan2.2-T2V-A14B-HighNoise-Q4\\_K\\_M.gguf](https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF/resolve/main/HighNoise/Wan2.2-T2V-A14B-HighNoise-Q4_K_M.gguf)\n* [Wan2.2-T2V-A14B-LowNoise-Q4\\_K\\_M.gguf](https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF/resolve/main/LowNoise/Wan2.2-T2V-A14B-LowNoise-Q4_K_M.gguf)\n\n**VAE**\n\n* [wan\\_2.1\\_vae.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors)\n\n* [tawe2_1.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/taew2_1.safetensors)\n\n**Text Encoder**\n\n* [umt5-xxl-encoder-Q4\\_K\\_M.gguf](https://huggingface.co/city96/umt5-xxl-encoder-gguf/resolve/main/umt5-xxl-encoder-Q4_K_M.gguf)\n\n**LoRAs**\n\n[lightx2v\\_T2V\\_14B\\_cfg\\_step\\_distill\\_v2\\_lora\\_rank256\\_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Lightx2v/lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank256_bf16.safetensors)\n\n# [WAN 2.2 PROMPT ENHANCER](https://prompter--thaakeno.on.websim.com/)\n\nUse this big-ass prompt enhancer to get the most out of your WAN 2.2 models.\n\n---\n# [thaakeno's ComfyUI Workflows](https://huggingface.co/thaakeno46/ComfyUI-Workflows)\n\n\nFind more WAN 2.2 Workflows here.\n\n### File save location\n\n```plaintext\nComfyUI/\n├───📂 models/\n│ ├───📂 unet/\n│ │ ├─── Wan2.2-T2V-A14B-HighNoise-Q4_K_M.gguf\n│ │ └─── Wan2.2-T2V-A14B-LowNoise-Q4_K_M.gguf\n│ ├───📂 clip/\n│ │ └─── umt5-xxl-encoder-Q4_K_M.gguf \n│ ├───📂 vae/\n│ │ └─── wan_2.1_vae.safetensors\n│ ├───📂 vae_approx/\n│ │ └─── taew2_1.safetensors\n│ └───📂 loras/\n│ └─── lightx2v_T2V_14B_cfg_step..." |
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