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
3972
1{2 "id": "247ea069-731d-4b79-9d64-8807463de95c",3 "revision": 0,4 "last_node_id": 49,5 "last_link_id": 115,6 "nodes": [7 {8 "id": 12,9 "type": "UNETLoader",10 "pos": [11 1132.3891996725026,12 4547.28225408451613 ],14 "size": [15 497.8623848735085,16 8217 ],18 "flags": {},19 "order": 0,20 "mode": 0,21 "inputs": [],22 "outputs": [23 {24 "name": "MODEL",25 "type": "MODEL",26 "links": [27 25,28 3429 ]30 }31 ],32 "properties": {33 "Node name for S&R": "UNETLoader"34 },35 "widgets_values": [36 "WanVideo\\Bernini\\Bernini_renderer_low_noise_fp8_e4m3fn_scaled.safetensors",37 "default"38 ],39 "color": "#223",40 "bgcolor": "#335"41 },42 {43 "id": 18,44 "type": "BasicScheduler",45 "pos": [46 2310.347949034937,47 5038.01316754697648 ],49 "size": [50 270,51 10652 ],53 "flags": {},54 "order": 11,55 "mode": 0,56 "inputs": [57 {58 "name": "model",59 "type": "MODEL",60 "link": 3461 }62 ],63 "outputs": [64 {65 "name": "SIGMAS",66 "type": "SIGMAS",67 "links": [68 3369 ]70 }71 ],72 "properties": {73 "Node name for S&R": "BasicScheduler"74 },75 "widgets_values": [76 "simple",77 6,78 179 ]80 },81 {82 "id": 17,83 "type": "SplitSigmas",84 "pos": [85 2609.7981193213254,86 5040.75195951048187 ],88 "size": [89 270,90 7891 ],92 "flags": {},93 "order": 18,94 "mode": 0,95 "inputs": [96 {97 "name": "sigmas",98 "type": "SIGMAS",99 "link": 33100 }101 ],102 "outputs": [103 {104 "name": "high_sigmas",105 "type": "SIGMAS",106 "links": [107 41108 ]109 },110 {111 "name": "low_sigmas",112 "type": "SIGMAS",113 "links": [114 42115 ]116 }117 ],118 "properties": {119 "Node name for S&R": "SplitSigmas"120 },121 "widgets_values": [122 3123 ]124 },125 {126 "id": 6,127 "type": "VAEDecode",128 "pos": [129 3306.6258123402113,130 4662.8328984027785131 ],132 "size": [133 140,134 46135 ],136 "flags": {},137 "order": 23,138 "mode": 2,139 "inputs": [140 {141 "name": "samples",142 "type": "LATENT",143 "link": 52144 },145 {146 "name": "vae",147 "type": "VAE",148 "link": 57149 }150 ],151 "outputs": [152 {153 "name": "IMAGE",154 "type": "IMAGE",155 "links": [156 50157 ]158 }159 ],160 "properties": {161 "Node name for S&R": "VAEDecode"162 },163 "widgets_values": [],164 "color": "#322",165 "bgcolor": "#533"166 },167 {168 "id": 4,169 "type": "CLIPTextEncode",170 "pos": [171 1849.1854424609069,172 5026.474371492019173 ],174 "size": [175 400,176 200177 ],178 "flags": {},179 "order": 13,180 "mode": 0,181 "inputs": [182 {183 "name": "clip",184 "type": "CLIP",185 "link": 8186 }187 ],188 "outputs": [189 {190 "name": "CONDITIONING",191 "type": "CONDITIONING",192 "links": [193 68194 ]195 }196 ],197 "properties": {198 "Node name for S&R": "CLIPTextEncode"199 },200 "widgets_values": [201 "bad video"202 ],203 "color": "#322",204 "bgcolor": "#533"205 },206 {207 "id": 9,208 "type": "CLIPLoader",209 "pos": [210 1520.0731414214358,211 5023.117894839827212 ],213 "size": [214 270,215 106216 ],217 "flags": {},218 "order": 1,219 "mode": 0,220 "inputs": [],221 "outputs": [222 {223 "name": "CLIP",224 "type": "CLIP",225 "links": [226 7,227 8228 ]229 }230 ],231 "properties": {232 "Node name for S&R": "CLIPLoader"233 },234 "widgets_values": [235 "umt5_xxl_fp8_e4m3fn_scaled.safetensors",236 "wan",237 "default"238 ],239 "color": "#432",240 "bgcolor": "#653"241 },242 {243 "id": 5,244 "type": "UNETLoader",245 "pos": [246 1126.6973358570972,247 4349.452146302526248 ],249 "size": [250 497.8623848735085,251 82252 ],253 "flags": {},254 "order": 2,255 "mode": 0,256 "inputs": [],257 "outputs": [258 {259 "name": "MODEL",260 "type": "MODEL",261 "links": [262 24263 ]264 }265 ],266 "properties": {267 "Node name for S&R": "UNETLoader"268 },269 "widgets_values": [270 "WanVideo\\Bernini\\Bernini_renderer_high_noise_fp8_e4m3fn_scaled.safetensors",271 "default"272 ],273 "color": "#223",274 "bgcolor": "#335"275 },276 {277 "id": 28,278 "type": "VAELoader",279 "pos": [280 3169.3333582371147,281 4489.696179613919282 ],283 "size": [284 270,285 58286 ],287 "flags": {},288 "order": 3,289 "mode": 2,290 "inputs": [],291 "outputs": [292 {293 "name": "VAE",294 "type": "VAE",295 "links": [296 57297 ]298 }299 ],300 "properties": {301 "Node name for S&R": "VAELoader"302 },303 "widgets_values": [304 "lighttaew2_1.safetensors"305 ],306 "color": "#322",307 "bgcolor": "#533"308 },309 {310 "id": 11,311 "type": "LoraLoaderModelOnly",312 "pos": [313 1979.4156428648264,314 4349.648407050374315 ],316 "size": [317 653.5452318867297,318 82319 ],320 "flags": {},321 "order": 19,322 "mode": 0,323 "inputs": [324 {325 "name": "model",326 "type": "MODEL",327 "link": 23328 }329 ],330 "outputs": [331 {332 "name": "MODEL",333 "type": "MODEL",334 "links": [335 77336 ]337 }338 ],339 "properties": {340 "Node name for S&R": "LoraLoaderModelOnly"341 },342 "widgets_values": [343 "WanVideo\\Lightx2v\\lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16_.safetensors",344 3345 ],346 "color": "#223",347 "bgcolor": "#335"348 },349 {350 "id": 19,351 "type": "SamplerCustom",352 "pos": [353 2919.695560012933,354 4704.4063423707075355 ],356 "size": [357 271.125,358 679.2833333333333359 ],360 "flags": {},361 "order": 21,362 "mode": 0,363 "inputs": [364 {365 "name": "model",366 "type": "MODEL",367 "link": 77368 },369 {370 "name": "positive",371 "type": "CONDITIONING",372 "link": 78373 },374 {375 "name": "negative",376 "type": "CONDITIONING",377 "link": 73378 },379 {380 "name": "sampler",381 "type": "SAMPLER",382 "link": 53383 },384 {385 "name": "sigmas",386 "type": "SIGMAS",387 "link": 41388 },389 {390 "name": "latent_image",391 "type": "LATENT",392 "link": 75393 }394 ],395 "outputs": [396 {397 "name": "output",398 "type": "LATENT",399 "links": [400 40401 ]402 },403 {404 "name": "denoised_output",405 "type": "LATENT",406 "links": [407 52408 ]409 }410 ],411 "properties": {412 "Node name for S&R": "SamplerCustom"413 },414 "widgets_values": [415 true,416 0,417 "fixed",418 1419 ]420 },421 {422 "id": 16,423 "type": "VAEDecode",424 "pos": [425 3324.618216458984,426 5184.87773929174427 ],428 "size": [429 140,430 46431 ],432 "flags": {},433 "order": 24,434 "mode": 0,435 "inputs": [436 {437 "name": "samples",438 "type": "LATENT",439 "link": 31440 },441 {442 "name": "vae",443 "type": "VAE",444 "link": 99445 }446 ],447 "outputs": [448 {449 "name": "IMAGE",450 "type": "IMAGE",451 "links": [452 114453 ]454 }455 ],456 "properties": {457 "Node name for S&R": "VAEDecode"458 },459 "widgets_values": [],460 "color": "#322",461 "bgcolor": "#533"462 },463 {464 "id": 35,465 "type": "MarkdownNote",466 "pos": [467 999.10957418853,468 5030.033935988349469 ],470 "size": [471 477.440034849363,472 395.0406620429103473 ],474 "flags": {},475 "order": 4,476 "mode": 0,477 "inputs": [],478 "outputs": [],479 "title": "Default prompt prefixes for each trained task",480 "properties": {},481 "widgets_values": [482 "| task_type | system prompt (prepended to T5 text) |\n|---|---|\n| `default` | You are a helpful assistant. |\n| `t2i` | You are a helpful assistant specialized in text-to-image generation. |\n| `t2v` | You are a helpful assistant specialized in text-to-video generation. |\n| `i2i` | You are a helpful assistant specialized in image editing. |\n| `r2i` | You are a helpful assistant specialized in subject-to-image generation. |\n| `i2v` | You are a helpful assistant specialized in image-to-video generation. |\n| `v2v` | You are a helpful assistant specialized in video editing. |\n| `r2v` | You are a helpful assistant specialized in subject-to-video generation. |\n| `vi2v` | You are a helpful assistant specialized in video editing on content propagation. |\n| `rv2v` | You are a helpful assistant specialized in video editing with reference. |\n| `ads2v` | You are a helpful assistant specialized in ads insertion. |\n| `vrc2v` | You are a helpful assistant for editing. You may need to adjust the subject's action or position. |\n| `mv2v` | You are a helpful assistant for editing. You might need to adjust the video's style, lighting, colors, textures, and the subject's pose or action. |"483 ],484 "color": "#432",485 "bgcolor": "#653"486 },487 {488 "id": 3,489 "type": "CLIPTextEncode",490 "pos": [491 1844.149743407132,492 4776.972984343176493 ],494 "size": [495 400,496 200497 ],498 "flags": {},499 "order": 12,500 "mode": 0,501 "inputs": [502 {503 "name": "clip",504 "type": "CLIP",505 "link": 7506 }507 ],508 "outputs": [509 {510 "name": "CONDITIONING",511 "type": "CONDITIONING",512 "links": [513 67514 ]515 }516 ],517 "properties": {518 "Node name for S&R": "CLIPTextEncode"519 },520 "widgets_values": [521 "You are a helpful assistant specialized in video editing with reference. An old man is digging with a shovel"522 ],523 "color": "#232",524 "bgcolor": "#353"525 },526 {527 "id": 15,528 "type": "SamplerCustom",529 "pos": [530 2914.931747012366,531 5458.233114699375532 ],533 "size": [534 271.125,535 679.2833333333333536 ],537 "flags": {},538 "order": 22,539 "mode": 0,540 "inputs": [541 {542 "name": "model",543 "type": "MODEL",544 "link": 76545 },546 {547 "name": "positive",548 "type": "CONDITIONING",549 "link": 79550 },551 {552 "name": "negative",553 "type": "CONDITIONING",554 "link": 74555 },556 {557 "name": "sampler",558 "type": "SAMPLER",559 "link": 56560 },561 {562 "name": "sigmas",563 "type": "SIGMAS",564 "link": 42565 },566 {567 "name": "latent_image",568 "type": "LATENT",569 "link": 40570 }571 ],572 "outputs": [573 {574 "name": "output",575 "type": "LATENT",576 "links": [577 31578 ]579 },580 {581 "name": "denoised_output",582 "type": "LATENT",583 "links": null584 }585 ],586 "properties": {587 "Node name for S&R": "SamplerCustom"588 },589 "widgets_values": [590 false,591 0,592 "fixed",593 1594 ]595 },596 {597 "id": 27,598 "type": "KSamplerSelect",599 "pos": [600 2331.282043780996,601 5207.795940276709602 ],603 "size": [604 270,605 58606 ],607 "flags": {},608 "order": 5,609 "mode": 0,610 "inputs": [],611 "outputs": [612 {613 "name": "SAMPLER",614 "type": "SAMPLER",615 "links": [616 53,617 56618 ]619 }620 ],621 "properties": {622 "Node name for S&R": "KSamplerSelect"623 },624 "widgets_values": [625 "res_multistep"626 ]627 },628 {629 "id": 29,630 "type": "LoraLoaderModelOnly",631 "pos": [632 1998.095900002089,633 4544.724343644559634 ],635 "size": [636 663.4872489871436,637 82638 ],639 "flags": {},640 "order": 17,641 "mode": 0,642 "inputs": [643 {644 "name": "model",645 "type": "MODEL",646 "link": 58647 }648 ],649 "outputs": [650 {651 "name": "MODEL",652 "type": "MODEL",653 "links": [654 76655 ]656 }657 ],658 "properties": {659 "Node name for S&R": "LoraLoaderModelOnly"660 },661 "widgets_values": [662 "WanVideo\\Lightx2v\\lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16_.safetensors",663 1.5664 ],665 "color": "#223",666 "bgcolor": "#335"667 },668 {669 "id": 8,670 "type": "VHS_VideoCombine",671 "pos": [672 3630.7684281253055,673 4062.099181585495674 ],675 "size": [676 354.6451738298365,677 334678 ],679 "flags": {},680 "order": 25,681 "mode": 2,682 "inputs": [683 {684 "name": "images",685 "type": "IMAGE",686 "link": 50687 },688 {689 "name": "audio",690 "shape": 7,691 "type": "AUDIO",692 "link": null693 },694 {695 "name": "meta_batch",696 "shape": 7,697 "type": "VHS_BatchManager",698 "link": null699 },700 {701 "name": "vae",702 "shape": 7,703 "type": "VAE",704 "link": null705 }706 ],707 "outputs": [708 {709 "name": "Filenames",710 "type": "VHS_FILENAMES",711 "links": null712 }713 ],714 "properties": {715 "Node name for S&R": "VHS_VideoCombine"716 },717 "widgets_values": {718 "frame_rate": 16,719 "loop_count": 0,720 "filename_prefix": "Wan22_Bernini",721 "format": "video/h264-mp4",722 "pix_fmt": "yuv420p",723 "crf": 19,724 "save_metadata": true,725 "trim_to_audio": false,726 "pingpong": false,727 "save_output": false,728 "videopreview": {729 "hidden": false,730 "paused": false,731 "params": {732 "filename": "Wan22_Bernini_00025.mp4",733 "subfolder": "",734 "type": "temp",735 "format": "video/h264-mp4",736 "frame_rate": 16,737 "workflow": "Wan22_Bernini_00025.png",738 "fullpath": "S:\\comfy\\ComfyUI\\temp\\Wan22_Bernini_00025.mp4"739 }740 }741 }742 },743 {744 "id": 34,745 "type": "BerniniConditioning",746 "pos": [747 2423.8809013348628,748 4709.575712206862749 ],750 "size": [751 271.8258055864335,752 254753 ],754 "flags": {},755 "order": 20,756 "mode": 0,757 "inputs": [758 {759 "name": "positive",760 "type": "CONDITIONING",761 "link": 67762 },763 {764 "name": "negative",765 "type": "CONDITIONING",766 "link": 68767 },768 {769 "name": "vae",770 "type": "VAE",771 "link": 100772 },773 {774 "name": "source_video",775 "shape": 7,776 "type": "IMAGE",777 "link": 110778 },779 {780 "name": "reference_video",781 "shape": 7,782 "type": "IMAGE",783 "link": null784 },785 {786 "name": "reference_images",787 "shape": 7,788 "type": "IMAGE",789 "link": 98790 }791 ],792 "outputs": [793 {794 "name": "positive",795 "type": "CONDITIONING",796 "links": [797 78,798 79799 ]800 },801 {802 "name": "negative",803 "type": "CONDITIONING",804 "links": [805 73,806 74807 ]808 },809 {810 "name": "latent",811 "type": "LATENT",812 "links": [813 75814 ]815 }816 ],817 "properties": {818 "Node name for S&R": "BerniniConditioning"819 },820 "widgets_values": [821 480,822 832,823 145,824 1,825 848826 ],827 "color": "#332922",828 "bgcolor": "#593930"829 },830 {831 "id": 31,832 "type": "LoadImage",833 "pos": [834 1924.528657712941,835 5423.440186306718836 ],837 "size": [838 282.798828125,839 314840 ],841 "flags": {},842 "order": 6,843 "mode": 0,844 "inputs": [],845 "outputs": [846 {847 "name": "IMAGE",848 "type": "IMAGE",849 "links": [850 62851 ]852 },853 {854 "name": "MASK",855 "type": "MASK",856 "links": null857 }858 ],859 "properties": {860 "Node name for S&R": "LoadImage"861 },862 "widgets_values": [863 "oldman.jpg",864 "image"865 ]866 },867 {868 "id": 37,869 "type": "Note",870 "pos": [871 2275.845444627724,872 5657.076995493195873 ],874 "size": [875 210,876 98.1782145485704877 ],878 "flags": {},879 "order": 7,880 "mode": 0,881 "inputs": [],882 "outputs": [],883 "properties": {},884 "widgets_values": [885 "Multiple reference images are batched in"886 ],887 "color": "#432",888 "bgcolor": "#653"889 },890 {891 "id": 32,892 "type": "BatchImagesNode",893 "pos": [894 2272.2999107993223,895 5556.766695479708896 ],897 "size": [898 169.32421875,899 46900 ],901 "flags": {},902 "order": 15,903 "mode": 0,904 "inputs": [905 {906 "label": "image0",907 "name": "images.image0",908 "type": "IMAGE",909 "link": 62910 },911 {912 "label": "image1",913 "name": "images.image1",914 "shape": 7,915 "type": "IMAGE",916 "link": null917 }918 ],919 "outputs": [920 {921 "name": "IMAGE",922 "type": "IMAGE",923 "links": [924 98925 ]926 }927 ],928 "properties": {929 "Node name for S&R": "BatchImagesNode"930 },931 "widgets_values": []932 },933 {934 "id": 7,935 "type": "VAELoader",936 "pos": [937 1214.4602335988577,938 4824.374343204403939 ],940 "size": [941 270,942 58943 ],944 "flags": {},945 "order": 8,946 "mode": 0,947 "inputs": [],948 "outputs": [949 {950 "name": "VAE",951 "type": "VAE",952 "links": [953 99,954 100955 ]956 }957 ],958 "properties": {959 "Node name for S&R": "VAELoader"960 },961 "widgets_values": [962 "wanvideo\\Wan2_1_VAE_bf16.safetensors"963 ],964 "color": "#322",965 "bgcolor": "#533"966 },967 {968 "id": 13,969 "type": "PathchSageAttentionKJ",970 "pos": [971 1669.4511545394923,972 4344.164646795049973 ],974 "size": [975 270,976 82977 ],978 "flags": {},979 "order": 14,980 "mode": 0,981 "inputs": [982 {983 "name": "model",984 "type": "MODEL",985 "link": 24986 }987 ],988 "outputs": [989 {990 "name": "MODEL",991 "type": "MODEL",992 "links": [993 23994 ]995 }996 ],997 "properties": {998 "Node name for S&R": "PathchSageAttentionKJ"999 },1000 "widgets_values": [1001 "auto",1002 false1003 ],1004 "color": "#223",1005 "bgcolor": "#335"1006 },1007 {1008 "id": 14,1009 "type": "PathchSageAttentionKJ",1010 "pos": [1011 1665.6813208341455,1012 4565.1431582533391013 ],1014 "size": [1015 270,1016 821017 ],1018 "flags": {},1019 "order": 10,1020 "mode": 0,1021 "inputs": [1022 {1023 "name": "model",1024 "type": "MODEL",1025 "link": 251026 }1027 ],1028 "outputs": [1029 {1030 "name": "MODEL",1031 "type": "MODEL",1032 "links": [1033 581034 ]1035 }1036 ],1037 "properties": {1038 "Node name for S&R": "PathchSageAttentionKJ"1039 },1040 "widgets_values": [1041 "auto",1042 false1043 ],1044 "color": "#223",1045 "bgcolor": "#335"1046 },1047 {1048 "id": 48,1049 "type": "GetVideoComponents",1050 "pos": [1051 1690.0036097664445,1052 5367.9017923078441053 ],1054 "size": [1055 193.530859375,1056 661057 ],1058 "flags": {},1059 "order": 16,1060 "mode": 0,1061 "inputs": [1062 {1063 "name": "video",1064 "type": "VIDEO",1065 "link": 1091066 }1067 ],1068 "outputs": [1069 {1070 "name": "images",1071 "type": "IMAGE",1072 "links": [1073 1101074 ]1075 },1076 {1077 "name": "audio",1078 "type": "AUDIO",1079 "links": null1080 },1081 {1082 "name": "fps",1083 "type": "FLOAT",1084 "links": [1085 1121086 ]1087 }1088 ],1089 "properties": {1090 "Node name for S&R": "GetVideoComponents"1091 }1092 },1093 {1094 "id": 47,1095 "type": "LoadVideo",1096 "pos": [1097 1354.9492307276669,1098 5506.4286397415741099 ],1100 "size": [1101 282.798828125,1102 576.75347222222221103 ],1104 "flags": {},1105 "order": 9,1106 "mode": 0,1107 "inputs": [],1108 "outputs": [1109 {1110 "name": "VIDEO",1111 "type": "VIDEO",1112 "links": [1113 1091114 ]1115 }1116 ],1117 "properties": {1118 "Node name for S&R": "LoadVideo"1119 },1120 "widgets_values": [1121 "0075.mp4",1122 "image"1123 ]1124 },1125 {1126 "id": 45,1127 "type": "CreateVideo",1128 "pos": [1129 3353.896648569274,1130 5303.3304894334651131 ],1132 "size": [1133 270,1134 781135 ],1136 "flags": {},1137 "order": 26,1138 "mode": 0,1139 "inputs": [1140 {1141 "name": "images",1142 "type": "IMAGE",1143 "link": 1141144 },1145 {1146 "name": "audio",1147 "shape": 7,1148 "type": "AUDIO",1149 "link": null1150 },1151 {1152 "name": "fps",1153 "type": "FLOAT",1154 "widget": {1155 "name": "fps"1156 },1157 "link": 1121158 }1159 ],1160 "outputs": [1161 {1162 "name": "VIDEO",1163 "type": "VIDEO",1164 "links": [1165 1081166 ]1167 }1168 ],1169 "properties": {1170 "Node name for S&R": "CreateVideo"1171 },1172 "widgets_values": [1173 241174 ]1175 },1176 {1177 "id": 46,1178 "type": "SaveVideo",1179 "pos": [1180 3691.874188670442,1181 4904.0571644983641182 ],1183 "size": [1184 688.010912036957,1185 1290.55224753072571186 ],1187 "flags": {},1188 "order": 27,1189 "mode": 0,1190 "inputs": [1191 {1192 "name": "video",1193 "type": "VIDEO",1194 "link": 1081195 }1196 ],1197 "outputs": [],1198 "properties": {},1199 "widgets_values": [1200 "video/ComfyUI",