stablediffusiontutorials/wan-workflows
WAN 2.2 Installation + Workflow tutorial(Native/GGUF): 👇 https://www.stablediffusiontutorials.com/2025/08/wan-2.2-video-generation.html WAN 2.1 Installation + Workflow tutorial(Native/GGUF): 👇 https://www.stablediffusiontutorials.com/2025/02/wan-video-generation.html Train your WAN2.1 LoRA model (TXT2Vid/Img2Vid) on Windows/Linux:👇 https://www.stablediffusiontutorials.com/2025/03/wan-lora-train.html
3706
1{2 "id": "ec7da562-7e21-4dac-a0d2-f4441e1efd3b",3 "revision": 0,4 "last_node_id": 62,5 "last_link_id": 132,6 "nodes": [7 {8 "id": 38,9 "type": "CLIPLoader",10 "pos": [11 38.86457061767578,12 189.2651367187513 ],14 "size": [15 346.391845703125,16 10617 ],18 "flags": {},19 "order": 0,20 "mode": 0,21 "inputs": [],22 "outputs": [23 {24 "name": "CLIP",25 "type": "CLIP",26 "slot_index": 0,27 "links": [28 74,29 7530 ]31 }32 ],33 "properties": {34 "Node name for S&R": "CLIPLoader",35 "cnr_id": "comfy-core",36 "ver": "0.3.45",37 "models": [38 {39 "name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors",40 "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors",41 "directory": "text_encoders"42 }43 ]44 },45 "widgets_values": [46 "umt5_xxl_fp8_e4m3fn_scaled.safetensors",47 "wan",48 "default"49 ]50 },51 {52 "id": 7,53 "type": "CLIPTextEncode",54 "pos": [55 420,56 48057 ],58 "size": [59 425.27801513671875,60 180.606079101562561 ],62 "flags": {},63 "order": 7,64 "mode": 0,65 "inputs": [66 {67 "name": "clip",68 "type": "CLIP",69 "link": 7570 }71 ],72 "outputs": [73 {74 "name": "CONDITIONING",75 "type": "CONDITIONING",76 "slot_index": 0,77 "links": [78 129,79 13080 ]81 }82 ],83 "title": "CLIP Text Encode (Negative Prompt)",84 "properties": {85 "Node name for S&R": "CLIPTextEncode",86 "cnr_id": "comfy-core",87 "ver": "0.3.45"88 },89 "widgets_values": [90 "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走"91 ],92 "color": "#322",93 "bgcolor": "#533"94 },95 {96 "id": 39,97 "type": "VAELoader",98 "pos": [99 40,100 350101 ],102 "size": [103 344.731689453125,104 59.98149108886719105 ],106 "flags": {},107 "order": 1,108 "mode": 0,109 "inputs": [],110 "outputs": [111 {112 "name": "VAE",113 "type": "VAE",114 "slot_index": 0,115 "links": [116 76117 ]118 }119 ],120 "properties": {121 "Node name for S&R": "VAELoader",122 "cnr_id": "comfy-core",123 "ver": "0.3.45",124 "models": [125 {126 "name": "wan_2.1_vae.safetensors",127 "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors",128 "directory": "vae"129 }130 ]131 },132 "widgets_values": [133 "wan_2.1_vae.safetensors"134 ]135 },136 {137 "id": 54,138 "type": "ModelSamplingSD3",139 "pos": [140 640,141 -70142 ],143 "size": [144 210,145 60146 ],147 "flags": {},148 "order": 8,149 "mode": 0,150 "inputs": [151 {152 "name": "model",153 "type": "MODEL",154 "link": 110155 }156 ],157 "outputs": [158 {159 "name": "MODEL",160 "type": "MODEL",161 "slot_index": 0,162 "links": [163 125164 ]165 }166 ],167 "properties": {168 "Node name for S&R": "ModelSamplingSD3",169 "cnr_id": "comfy-core",170 "ver": "0.3.45"171 },172 "widgets_values": [173 8.000000000000002174 ]175 },176 {177 "id": 55,178 "type": "ModelSamplingSD3",179 "pos": [180 640,181 60182 ],183 "size": [184 210,185 58186 ],187 "flags": {},188 "order": 9,189 "mode": 0,190 "inputs": [191 {192 "name": "model",193 "type": "MODEL",194 "link": 112195 }196 ],197 "outputs": [198 {199 "name": "MODEL",200 "type": "MODEL",201 "slot_index": 0,202 "links": [203 123204 ]205 }206 ],207 "properties": {208 "Node name for S&R": "ModelSamplingSD3",209 "cnr_id": "comfy-core",210 "ver": "0.3.45"211 },212 "widgets_values": [213 8214 ]215 },216 {217 "id": 58,218 "type": "KSamplerAdvanced",219 "pos": [220 890,221 360222 ],223 "size": [224 304.748046875,225 498.6905822753906226 ],227 "flags": {},228 "order": 11,229 "mode": 0,230 "inputs": [231 {232 "name": "model",233 "type": "MODEL",234 "link": 123235 },236 {237 "name": "positive",238 "type": "CONDITIONING",239 "link": 128240 },241 {242 "name": "negative",243 "type": "CONDITIONING",244 "link": 130245 },246 {247 "name": "latent_image",248 "type": "LATENT",249 "link": 113250 }251 ],252 "outputs": [253 {254 "name": "LATENT",255 "type": "LATENT",256 "links": [257 124258 ]259 }260 ],261 "properties": {262 "Node name for S&R": "KSamplerAdvanced",263 "cnr_id": "comfy-core",264 "ver": "0.3.45"265 },266 "widgets_values": [267 "disable",268 0,269 "fixed",270 20,271 3.5,272 "euler",273 "simple",274 10,275 10000,276 "disable"277 ]278 },279 {280 "id": 57,281 "type": "KSamplerAdvanced",282 "pos": [283 890,284 -60285 ],286 "size": [287 304.748046875,288 334289 ],290 "flags": {},291 "order": 10,292 "mode": 0,293 "inputs": [294 {295 "name": "model",296 "type": "MODEL",297 "link": 125298 },299 {300 "name": "positive",301 "type": "CONDITIONING",302 "link": 127303 },304 {305 "name": "negative",306 "type": "CONDITIONING",307 "link": 129308 },309 {310 "name": "latent_image",311 "type": "LATENT",312 "link": 126313 }314 ],315 "outputs": [316 {317 "name": "LATENT",318 "type": "LATENT",319 "links": [320 113321 ]322 }323 ],324 "properties": {325 "Node name for S&R": "KSamplerAdvanced",326 "cnr_id": "comfy-core",327 "ver": "0.3.45"328 },329 "widgets_values": [330 "enable",331 774388746670969,332 "randomize",333 20,334 3.5,335 "euler",336 "simple",337 0,338 10,339 "enable"340 ]341 },342 {343 "id": 8,344 "type": "VAEDecode",345 "pos": [346 1240,347 -40348 ],349 "size": [350 210,351 46352 ],353 "flags": {},354 "order": 12,355 "mode": 0,356 "inputs": [357 {358 "name": "samples",359 "type": "LATENT",360 "link": 124361 },362 {363 "name": "vae",364 "type": "VAE",365 "link": 76366 }367 ],368 "outputs": [369 {370 "name": "IMAGE",371 "type": "IMAGE",372 "slot_index": 0,373 "links": [374 131375 ]376 }377 ],378 "properties": {379 "Node name for S&R": "VAEDecode",380 "cnr_id": "comfy-core",381 "ver": "0.3.45"382 },383 "widgets_values": []384 },385 {386 "id": 61,387 "type": "SaveVideo",388 "pos": [389 1240,390 190391 ],392 "size": [393 710,394 660395 ],396 "flags": {},397 "order": 14,398 "mode": 0,399 "inputs": [400 {401 "name": "video",402 "type": "VIDEO",403 "link": 132404 }405 ],406 "outputs": [],407 "properties": {408 "Node name for S&R": "SaveVideo",409 "cnr_id": "comfy-core",410 "ver": "0.3.45"411 },412 "widgets_values": [413 "video/ComfyUI",414 "auto",415 "auto"416 ]417 },418 {419 "id": 37,420 "type": "UNETLoader",421 "pos": [422 34.225364685058594,423 -71.77911376953125424 ],425 "size": [426 346.7470703125,427 82428 ],429 "flags": {},430 "order": 2,431 "mode": 0,432 "inputs": [],433 "outputs": [434 {435 "name": "MODEL",436 "type": "MODEL",437 "slot_index": 0,438 "links": [439 110440 ]441 }442 ],443 "properties": {444 "Node name for S&R": "UNETLoader",445 "cnr_id": "comfy-core",446 "ver": "0.3.45",447 "models": [448 {449 "name": "wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors",450 "url": "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",451 "directory": "diffusion_models"452 }453 ]454 },455 "widgets_values": [456 "wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors",457 "fp8_e4m3fn_fast"458 ]459 },460 {461 "id": 56,462 "type": "UNETLoader",463 "pos": [464 34.70310592651367,465 57.175601959228516466 ],467 "size": [468 346.7470703125,469 82470 ],471 "flags": {},472 "order": 3,473 "mode": 0,474 "inputs": [],475 "outputs": [476 {477 "name": "MODEL",478 "type": "MODEL",479 "slot_index": 0,480 "links": [481 112482 ]483 }484 ],485 "properties": {486 "Node name for S&R": "UNETLoader",487 "cnr_id": "comfy-core",488 "ver": "0.3.45",489 "models": [490 {491 "name": "wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors",492 "url": "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",493 "directory": "diffusion_models"494 }495 ]496 },497 "widgets_values": [498 "wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors",499 "fp8_e4m3fn_fast"500 ]501 },502 {503 "id": 6,504 "type": "CLIPTextEncode",505 "pos": [506 420,507 280508 ],509 "size": [510 422.84503173828125,511 164.31304931640625512 ],513 "flags": {},514 "order": 6,515 "mode": 0,516 "inputs": [517 {518 "name": "clip",519 "type": "CLIP",520 "link": 74521 }522 ],523 "outputs": [524 {525 "name": "CONDITIONING",526 "type": "CONDITIONING",527 "slot_index": 0,528 "links": [529 127,530 128531 ]532 }533 ],534 "title": "CLIP Text Encode (Positive Prompt)",535 "properties": {536 "Node name for S&R": "CLIPTextEncode",537 "cnr_id": "comfy-core",538 "ver": "0.3.45"539 },540 "widgets_values": [541 "A close-up of a young woman smiling gently in the rain, raindrops glistening on her face and eyelashes. The video captures the delicate details of her expression and the water droplets, with soft light reflecting off her skin in the rainy atmosphere."542 ],543 "color": "#232",544 "bgcolor": "#353"545 },546 {547 "id": 62,548 "type": "MarkdownNote",549 "pos": [550 -480,551 -120552 ],553 "size": [554 480,555 350556 ],557 "flags": {},558 "order": 4,559 "mode": 0,560 "inputs": [],561 "outputs": [],562 "title": "Model Links",563 "properties": {},564 "widgets_values": [565 "[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**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│ ├───📂 text_encoders/\n│ │ └─── umt5_xxl_fp8_e4m3fn_scaled.safetensors \n│ └───📂 vae/\n│ └── wan_2.1_vae.safetensors\n```\n"566 ],567 "color": "#432",568 "bgcolor": "#653"569 },570 {571 "id": 59,572 "type": "EmptyHunyuanLatentVideo",573 "pos": [574 50,575 530576 ],577 "size": [578 315,579 130580 ],581 "flags": {},582 "order": 5,583 "mode": 0,584 "inputs": [],585 "outputs": [586 {587 "name": "LATENT",588 "type": "LATENT",589 "slot_index": 0,590 "links": [591 126592 ]593 }594 ],595 "properties": {596 "Node name for S&R": "EmptyHunyuanLatentVideo",597 "cnr_id": "comfy-core",598 "ver": "0.3.45"599 },600 "widgets_values": [601 1280,602 704,603 121,604 1605 ]606 },607 {608 "id": 60,609 "type": "CreateVideo",610 "pos": [611 1240,612 60613 ],614 "size": [615 270,616 78617 ],618 "flags": {},619 "order": 13,620 "mode": 0,621 "inputs": [622 {623 "name": "images",624 "type": "IMAGE",625 "link": 131626 },627 {628 "name": "audio",629 "shape": 7,630 "type": "AUDIO",631 "link": null632 }633 ],634 "outputs": [635 {636 "name": "VIDEO",637 "type": "VIDEO",638 "links": [639 132640 ]641 }642 ],643 "properties": {644 "Node name for S&R": "CreateVideo",645 "cnr_id": "comfy-core",646 "ver": "0.3.45"647 },648 "widgets_values": [649 24650 ]651 }652 ],653 "links": [654 [655 74,656 38,657 0,658 6,659 0,660 "CLIP"661 ],662 [663 75,664 38,665 0,666 7,667 0,668 "CLIP"669 ],670 [671 76,672 39,673 0,674 8,675 1,676 "VAE"677 ],678 [679 110,680 37,681 0,682 54,683 0,684 "MODEL"685 ],686 [687 112,688 56,689 0,690 55,691 0,692 "MODEL"693 ],694 [695 113,696 57,697 0,698 58,699 3,700 "LATENT"701 ],702 [703 123,704 55,705 0,706 58,707 0,708 "MODEL"709 ],710 [711 124,712 58,713 0,714 8,715 0,716 "LATENT"717 ],718 [719 125,720 54,721 0,722 57,723 0,724 "MODEL"725 ],726 [727 126,728 59,729 0,730 57,731 3,732 "LATENT"733 ],734 [735 127,736 6,737 0,738 57,739 1,740 "CONDITIONING"741 ],742 [743 128,744 6,745 0,746 58,747 1,748 "CONDITIONING"749 ],750 [751 129,752 7,753 0,754 57,755 2,756 "CONDITIONING"757 ],758 [759 130,760 7,761 0,762 58,763 2,764 "CONDITIONING"765 ],766 [767 131,768 8,769 0,770 60,771 0,772 "IMAGE"773 ],774 [775 132,776 60,777 0,778 61,779 0,780 "VIDEO"781 ]782 ],783 "groups": [784 {785 "id": 1,786 "title": "Step1 - Load models",787 "bounding": [788 20,789 -150,790 371.0310363769531,791 571.3974609375792 ],793 "color": "#3f789e",794 "font_size": 24,795 "flags": {}796 },797 {798 "id": 2,799 "title": "(Optional) Video size",800 "bounding": [801 20,802 450,803 367.5572814941406,804 222.82713317871094805 ],806 "color": "#3f789e",807 "font_size": 24,808 "flags": {}809 },810 {811 "id": 3,812 "title": "Step3 Prompt",813 "bounding": [814 410,815 210,816 445.27801513671875,817 464.2060852050781818 ],819 "color": "#3f789e",820 "font_size": 24,821 "flags": {}822 }823 ],824 "config": {},825 "extra": {826 "ds": {827 "scale": 0.6934334949441762,828 "offset": [829 615.0243041376067,830 314.2472925707403831 ]832 },833 "frontendVersion": "1.25.1",834 "VHS_latentpreview": false,835 "VHS_latentpreviewrate": 0,836 "VHS_MetadataImage": true,837 "VHS_KeepIntermediate": true838 },839 "version": 0.4840}