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"[Tutorial](https://docs.comfy.org/tutorials/video/wan/wan2_2\n) | [教程](https://docs.comfy.org/zh-CN/tutorials/video/wan/wan2_2\n)\n\n**Diffusion Model** \n- [wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors)\n- [wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors)\n\n**LoRA**\n\n- [wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/loras/wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise.safetensors)\n- [wan2.2_t2v_lightx2v_4steps_lora_v1.1_low_noise.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/loras/wan2.2_t2v_lightx2v_4steps_lora_v1.1_low_noise.safetensors)\n\n**VAE**\n- [wan_2.1_vae.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors)\n\n**Text Encoder** \n- [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors)\n\n\nFile save location\n\n```\nComfyUI/\n├───📂 models/\n│ ├───📂 diffusion_models/\n│ │ ├─── wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors\n│ │ └─── wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors\n│ ├───📂 loras/\n│ │ ├───wan2.2_t2v_lightx2v_4steps_lora_v1.1_low_noise.safetensors\n│ │ └───wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise.safetensors\n│ ├───📂 text_encoders/\n│ │ └─── umt5_xxl_fp8_e4m3fn_scaled.safetensors \n│ └───📂 vae/\n│ └── wan_2.1_vae.safetensors\n```\n"
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|
|
"type": "MODEL",
|
|||
|
|
"link": 183
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "positive",
|
|||
|
|
"type": "CONDITIONING",
|
|||
|
|
"link": 143
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "negative",
|
|||
|
|
"type": "CONDITIONING",
|
|||
|
|
"link": 144
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "latent_image",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"link": 145
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "LATENT",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"links": [
|
|||
|
|
157
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"properties": {
|
|||
|
|
"Node name for S&R": "KSamplerAdvanced",
|
|||
|
|
"cnr_id": "comfy-core",
|
|||
|
|
"ver": "0.3.45"
|
|||
|
|
},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"disable",
|
|||
|
|
0,
|
|||
|
|
"fixed",
|
|||
|
|
4,
|
|||
|
|
1,
|
|||
|
|
"euler",
|
|||
|
|
"simple",
|
|||
|
|
2,
|
|||
|
|
4,
|
|||
|
|
"disable"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 64,
|
|||
|
|
"type": "MarkdownNote",
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|||
|
|
"pos": [
|
|||
|
|
-480,
|
|||
|
|
320
|
|||
|
|
],
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|||
|
|
"size": [
|
|||
|
|
490,
|
|||
|
|
160
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|||
|
|
],
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|||
|
|
"flags": {},
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|||
|
|
"order": 11,
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|||
|
|
"mode": 0,
|
|||
|
|
"inputs": [],
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|||
|
|
"outputs": [],
|
|||
|
|
"title": "VRAM Usage",
|
|||
|
|
"properties": {
|
|||
|
|
"widget_ue_connectable": {}
|
|||
|
|
},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"## GPU:RTX4090D 24GB\n\n| Model | Size |VRAM Usage | 1st Generation | 2nd Generation |\n|---------------------|-------|-----------|---------------|-----------------|\n| fp8_scaled |640*640| 84% | ≈ 536s | ≈ 513s |\n| fp8_scaled + 4steps LoRA | 640*640 | 89% | ≈ 108s | ≈ 71s |"
|
|||
|
|
],
|
|||
|
|
"color": "#432",
|
|||
|
|
"bgcolor": "#653"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 104,
|
|||
|
|
"type": "EmptyHunyuanLatentVideo",
|
|||
|
|
"pos": [
|
|||
|
|
70,
|
|||
|
|
1470
|
|||
|
|
],
|
|||
|
|
"size": [
|
|||
|
|
315,
|
|||
|
|
130
|
|||
|
|
],
|
|||
|
|
"flags": {},
|
|||
|
|
"order": 12,
|
|||
|
|
"mode": 4,
|
|||
|
|
"inputs": [],
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "LATENT",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"slot_index": 0,
|
|||
|
|
"links": [
|
|||
|
|
174
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"properties": {
|
|||
|
|
"Node name for S&R": "EmptyHunyuanLatentVideo",
|
|||
|
|
"cnr_id": "comfy-core",
|
|||
|
|
"ver": "0.3.45"
|
|||
|
|
},
|
|||
|
|
"widgets_values": [
|
|||
|
|
640,
|
|||
|
|
640,
|
|||
|
|
81,
|
|||
|
|
1
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 110,
|
|||
|
|
"type": "Note",
|
|||
|
|
"pos": [
|
|||
|
|
40,
|
|||
|
|
630
|
|||
|
|
],
|
|||
|
|
"size": [
|
|||
|
|
380,
|
|||
|
|
88
|
|||
|
|
],
|
|||
|
|
"flags": {},
|
|||
|
|
"order": 13,
|
|||
|
|
"mode": 0,
|
|||
|
|
"inputs": [],
|
|||
|
|
"outputs": [],
|
|||
|
|
"title": "EmptyHunyuanLatentVideo",
|
|||
|
|
"properties": {},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"1. (By:0.95) default, we set the video to a smaller size for users with low VRAM. If you have enough VRAM, you can (change:1.05) the size\n\n2. Set the length to 1. You can use Wan2.2 as an image T2I model."
|
|||
|
|
],
|
|||
|
|
"color": "#432",
|
|||
|
|
"bgcolor": "#653"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 112,
|
|||
|
|
"type": "Note",
|
|||
|
|
"pos": [
|
|||
|
|
30,
|
|||
|
|
-430
|
|||
|
|
],
|
|||
|
|
"size": [
|
|||
|
|
360,
|
|||
|
|
100
|
|||
|
|
],
|
|||
|
|
"flags": {},
|
|||
|
|
"order": 14,
|
|||
|
|
"mode": 0,
|
|||
|
|
"inputs": [],
|
|||
|
|
"outputs": [],
|
|||
|
|
"title": "About 4 Steps LoRA",
|
|||
|
|
"properties": {},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"Using the Wan2.2 Lighting LoRA will result in the loss of video dynamics, but it will reduce the generation time. This template provides two workflows, and you can enable one as needed."
|
|||
|
|
],
|
|||
|
|
"color": "#432",
|
|||
|
|
"bgcolor": "#653"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 98,
|
|||
|
|
"type": "SaveVideo",
|
|||
|
|
"pos": [
|
|||
|
|
1620,
|
|||
|
|
860
|
|||
|
|
],
|
|||
|
|
"size": [
|
|||
|
|
840,
|
|||
|
|
850
|
|||
|
|
],
|
|||
|
|
"flags": {},
|
|||
|
|
"order": 33,
|
|||
|
|
"mode": 4,
|
|||
|
|
"inputs": [
|
|||
|
|
{
|
|||
|
|
"name": "video",
|
|||
|
|
"type": "VIDEO",
|
|||
|
|
"link": 177
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"outputs": [],
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|||
|
|
"properties": {
|
|||
|
|
"Node name for S&R": "SaveVideo",
|
|||
|
|
"cnr_id": "comfy-core",
|
|||
|
|
"ver": "0.3.45"
|
|||
|
|
},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"video/ComfyUI",
|
|||
|
|
"auto",
|
|||
|
|
"auto"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 96,
|
|||
|
|
"type": "KSamplerAdvanced",
|
|||
|
|
"pos": [
|
|||
|
|
910,
|
|||
|
|
850
|
|||
|
|
],
|
|||
|
|
"size": [
|
|||
|
|
304.748046875,
|
|||
|
|
546.0000610351562
|
|||
|
|
],
|
|||
|
|
"flags": {},
|
|||
|
|
"order": 25,
|
|||
|
|
"mode": 4,
|
|||
|
|
"inputs": [
|
|||
|
|
{
|
|||
|
|
"name": "model",
|
|||
|
|
"type": "MODEL",
|
|||
|
|
"link": 171
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "positive",
|
|||
|
|
"type": "CONDITIONING",
|
|||
|
|
"link": 172
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "negative",
|
|||
|
|
"type": "CONDITIONING",
|
|||
|
|
"link": 173
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "latent_image",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"link": 174
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "LATENT",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"links": [
|
|||
|
|
170
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"properties": {
|
|||
|
|
"Node name for S&R": "KSamplerAdvanced",
|
|||
|
|
"cnr_id": "comfy-core",
|
|||
|
|
"ver": "0.3.45"
|
|||
|
|
},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"enable",
|
|||
|
|
864031777124281,
|
|||
|
|
"randomize",
|
|||
|
|
20,
|
|||
|
|
3.5,
|
|||
|
|
"euler",
|
|||
|
|
"simple",
|
|||
|
|
0,
|
|||
|
|
10,
|
|||
|
|
"enable"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"id": 95,
|
|||
|
|
"type": "KSamplerAdvanced",
|
|||
|
|
"pos": [
|
|||
|
|
1260,
|
|||
|
|
860
|
|||
|
|
],
|
|||
|
|
"size": [
|
|||
|
|
304.748046875,
|
|||
|
|
546
|
|||
|
|
],
|
|||
|
|
"flags": {},
|
|||
|
|
"order": 27,
|
|||
|
|
"mode": 4,
|
|||
|
|
"inputs": [
|
|||
|
|
{
|
|||
|
|
"name": "model",
|
|||
|
|
"type": "MODEL",
|
|||
|
|
"link": 167
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "positive",
|
|||
|
|
"type": "CONDITIONING",
|
|||
|
|
"link": 168
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "negative",
|
|||
|
|
"type": "CONDITIONING",
|
|||
|
|
"link": 169
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "latent_image",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"link": 170
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"outputs": [
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|||
|
|
{
|
|||
|
|
"name": "LATENT",
|
|||
|
|
"type": "LATENT",
|
|||
|
|
"links": [
|
|||
|
|
187
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"properties": {
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|||
|
|
"Node name for S&R": "KSamplerAdvanced",
|
|||
|
|
"cnr_id": "comfy-core",
|
|||
|
|
"ver": "0.3.45"
|
|||
|
|
},
|
|||
|
|
"widgets_values": [
|
|||
|
|
"disable",
|
|||
|
|
0,
|
|||
|
|
"fixed",
|
|||
|
|
20,
|
|||
|
|
3.5,
|
|||
|
|
"euler",
|
|||
|
|
"simple",
|
|||
|
|
10,
|
|||
|
|
10000,
|
|||
|
|
"disable"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"links": [
|
|||
|
|
[
|
|||
|
|
141,
|
|||
|
|
71,
|
|||
|
|
0,
|
|||
|
|
72,
|
|||
|
|
0,
|
|||
|
|
"CLIP"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
143,
|
|||
|
|
89,
|
|||
|
|
0,
|
|||
|
|
78,
|
|||
|
|
1,
|
|||
|
|
"CONDITIONING"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
144,
|
|||
|
|
72,
|
|||
|
|
0,
|
|||
|
|
78,
|
|||
|
|
2,
|
|||
|
|
"CONDITIONING"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
145,
|
|||
|
|
81,
|
|||
|
|
0,
|
|||
|
|
78,
|
|||
|
|
3,
|
|||
|
|
"LATENT"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
147,
|
|||
|
|
88,
|
|||
|
|
0,
|
|||
|
|
80,
|
|||
|
|
0,
|
|||
|
|
"VIDEO"
|
|||
|
|
],
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|||
|
|
[
|
|||
|
|
149,
|
|||
|
|
89,
|
|||
|
|
0,
|
|||
|
|
81,
|
|||
|
|
1,
|
|||
|
|
"CONDITIONING"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
150,
|
|||
|
|
72,
|
|||
|
|
0,
|
|||
|
|
81,
|
|||
|
|
2,
|
|||
|
|
"CONDITIONING"
|
|||
|
|
],
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|||
|
|
[
|
|||
|
|
151,
|
|||
|
|
74,
|
|||
|
|
0,
|
|||
|
|
81,
|
|||
|
|
3,
|
|||
|
|
"LATENT"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
152,
|
|||
|
|
83,
|
|||
|
|
0,
|
|||
|
|
82,
|
|||
|
|
0,
|
|||
|
|
"MODEL"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
153,
|
|||
|
|
75,
|
|||
|
|
0,
|
|||
|
|
83,
|
|||
|
|
0,
|
|||
|
|
"MODEL"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
155,
|
|||
|
|
76,
|
|||
|
|
0,
|
|||
|
|
85,
|
|||
|
|
0,
|
|||
|
|
"MODEL"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
156,
|
|||
|
|
85,
|
|||
|
|
0,
|
|||
|
|
86,
|
|||
|
|
0,
|
|||
|
|
"MODEL"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
157,
|
|||
|
|
78,
|
|||
|
|
0,
|
|||
|
|
87,
|
|||
|
|
0,
|
|||
|
|
"LATENT"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
158,
|
|||
|
|
73,
|
|||
|
|
0,
|
|||
|
|
87,
|
|||
|
|
1,
|
|||
|
|
"VAE"
|
|||
|
|
],
|
|||
|
|
[
|
|||
|
|
159,
|
|||
|
|
87,
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