stablediffusiontutorials/wan-workflows
WAN 2.2 Installation + Workflow tutorial(Native/GGUF): ๐ https://www.stablediffusiontutorials.com/2025/08/wan-2.2-video-generation.html WAN 2.1 Installation + Workflow tutorial(Native/GGUF): ๐ https://www.stablediffusiontutorials.com/2025/02/wan-video-generation.html Train your WAN2.1 LoRA model (TXT2Vid/Img2Vid) on Windows/Linux:๐ https://www.stablediffusiontutorials.com/2025/03/wan-lora-train.html
3992
1{2 "id": "ec7da562-7e21-4dac-a0d2-f4441e1efd3b",3 "revision": 0,4 "last_node_id": 480,5 "last_link_id": 820,6 "nodes": [7 {8 "id": 169,9 "type": "SetNode",10 "pos": [11 367.69053911955416,12 413.0561496344194613 ],14 "size": [15 210,16 6017 ],18 "flags": {19 "collapsed": false20 },21 "order": 98,22 "mode": 0,23 "inputs": [24 {25 "name": "LATENT",26 "type": "LATENT",27 "link": 53528 }29 ],30 "outputs": [31 {32 "label": "่พๅบ",33 "name": "*",34 "type": "*",35 "links": null36 }37 ],38 "title": "Set_LATENT",39 "properties": {40 "previousName": "anchor_samples"41 },42 "widgets_values": [43 "anchor_samples"44 ],45 "color": "#323",46 "bgcolor": "#535"47 },48 {49 "id": 295,50 "type": "VAEEncode",51 "pos": [52 154.0393204635906,53 415.0353715421797554 ],55 "size": [56 140,57 4658 ],59 "flags": {},60 "order": 91,61 "mode": 0,62 "inputs": [63 {64 "name": "pixels",65 "type": "IMAGE",66 "link": 53467 },68 {69 "name": "vae",70 "type": "VAE",71 "link": 53672 }73 ],74 "outputs": [75 {76 "name": "LATENT",77 "type": "LATENT",78 "links": [79 53580 ]81 }82 ],83 "properties": {84 "Node name for S&R": "VAEEncode",85 "cnr_id": "comfy-core",86 "ver": "0.7.0"87 },88 "widgets_values": []89 },90 {91 "id": 296,92 "type": "GetNode",93 "pos": [94 155.69768186704513,95 549.497302841286996 ],97 "size": [98 210,99 60100 ],101 "flags": {102 "collapsed": true103 },104 "order": 0,105 "mode": 0,106 "inputs": [],107 "outputs": [108 {109 "name": "VAE",110 "type": "VAE",111 "links": [112 536113 ]114 }115 ],116 "title": "Get_vae",117 "properties": {},118 "widgets_values": [119 "vae"120 ],121 "color": "#322",122 "bgcolor": "#533"123 },124 {125 "id": 302,126 "type": "SetNode",127 "pos": [128 511.484339795361,129 -399.618542633749130 ],131 "size": [132 210,133 60134 ],135 "flags": {136 "collapsed": true137 },138 "order": 96,139 "mode": 0,140 "inputs": [141 {142 "name": "MODEL",143 "type": "MODEL",144 "link": 550145 }146 ],147 "outputs": [148 {149 "name": "*",150 "type": "*",151 "links": null152 }153 ],154 "title": "Set_MODEL",155 "properties": {156 "previousName": "model_high"157 },158 "widgets_values": [159 "model_high"160 ],161 "color": "#223",162 "bgcolor": "#335"163 },164 {165 "id": 304,166 "type": "LoraLoaderModelOnly",167 "pos": [168 -80.88592509641339,169 -136.93511993536967170 ],171 "size": [172 637.7298708570593,173 82174 ],175 "flags": {},176 "order": 90,177 "mode": 0,178 "inputs": [179 {180 "name": "model",181 "type": "MODEL",182 "link": 554183 }184 ],185 "outputs": [186 {187 "name": "MODEL",188 "type": "MODEL",189 "links": [190 552191 ]192 }193 ],194 "properties": {195 "Node name for S&R": "LoraLoaderModelOnly",196 "cnr_id": "comfy-core",197 "ver": "0.7.0"198 },199 "widgets_values": [200 "64\\SVI_v2_PRO_Wan2.2-I2V-A14B_LOW_lora_rank_128_fp16.safetensors",201 1202 ],203 "color": "#223",204 "bgcolor": "#335"205 },206 {207 "id": 84,208 "type": "CLIPLoader",209 "pos": [210 -602.3789500082053,211 -103.99645965349319212 ],213 "size": [214 346.391845703125,215 106216 ],217 "flags": {},218 "order": 1,219 "mode": 0,220 "inputs": [],221 "outputs": [222 {223 "label": "CLIP",224 "name": "CLIP",225 "type": "CLIP",226 "slot_index": 0,227 "links": [228 283229 ]230 }231 ],232 "properties": {233 "Node name for S&R": "CLIPLoader",234 "cnr_id": "comfy-core",235 "ver": "0.3.45",236 "models": [237 {238 "name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors",239 "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors",240 "directory": "text_encoders"241 }242 ],243 "ue_properties": {244 "widget_ue_connectable": {},245 "version": "7.1",246 "input_ue_unconnectable": {}247 }248 },249 "widgets_values": [250 "Wan2.1\\umt5_xxl_fp16.safetensors",251 "wan",252 "default"253 ],254 "color": "#432",255 "bgcolor": "#653"256 },257 {258 "id": 90,259 "type": "VAELoader",260 "pos": [261 -628.1744946168277,262 136.02492355055637263 ],264 "size": [265 344.731689453125,266 59.98149108886719267 ],268 "flags": {},269 "order": 2,270 "mode": 0,271 "inputs": [],272 "outputs": [273 {274 "name": "VAE",275 "type": "VAE",276 "slot_index": 0,277 "links": [278 284279 ]280 }281 ],282 "properties": {283 "Node name for S&R": "VAELoader",284 "cnr_id": "comfy-core",285 "ver": "0.3.45",286 "models": [287 {288 "name": "wan_2.1_vae.safetensors",289 "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors",290 "directory": "vae"291 }292 ],293 "ue_properties": {294 "widget_ue_connectable": {},295 "version": "7.1",296 "input_ue_unconnectable": {}297 }298 },299 "widgets_values": [300 "wan_2.1_vae.safetensors"301 ],302 "color": "#322",303 "bgcolor": "#533"304 },305 {306 "id": 143,307 "type": "SetNode",308 "pos": [309 -77.46063977673342,310 8.353149972521313311 ],312 "size": [313 210,314 60315 ],316 "flags": {317 "collapsed": true318 },319 "order": 80,320 "mode": 0,321 "inputs": [322 {323 "name": "CLIP",324 "type": "CLIP",325 "link": 283326 }327 ],328 "outputs": [329 {330 "label": "่พๅบ",331 "name": "*",332 "type": "*",333 "links": null334 }335 ],336 "title": "Set_CLIP",337 "properties": {338 "previousName": "clip_model"339 },340 "widgets_values": [341 "clip_model"342 ],343 "color": "#432",344 "bgcolor": "#653"345 },346 {347 "id": 144,348 "type": "SetNode",349 "pos": [350 -88.10549347297932,351 146.75794342674055352 ],353 "size": [354 210,355 60356 ],357 "flags": {358 "collapsed": true359 },360 "order": 81,361 "mode": 0,362 "inputs": [363 {364 "name": "VAE",365 "type": "VAE",366 "link": 284367 }368 ],369 "outputs": [370 {371 "label": "่พๅบ",372 "name": "*",373 "type": "*",374 "links": []375 }376 ],377 "title": "Set_VAE",378 "properties": {379 "previousName": "vae"380 },381 "widgets_values": [382 "vae"383 ],384 "color": "#322",385 "bgcolor": "#533"386 },387 {388 "id": 303,389 "type": "SetNode",390 "pos": [391 483.94648007565775,392 -3.2907065855333135393 ],394 "size": [395 210,396 58397 ],398 "flags": {399 "collapsed": true400 },401 "order": 97,402 "mode": 0,403 "inputs": [404 {405 "name": "MODEL",406 "type": "MODEL",407 "link": 552408 }409 ],410 "outputs": [411 {412 "label": "่พๅบ",413 "name": "*",414 "type": "*",415 "links": null416 }417 ],418 "title": "model_low",419 "properties": {420 "previousName": "model_low"421 },422 "widgets_values": [423 "model_low"424 ],425 "color": "#223",426 "bgcolor": "#335"427 },428 {429 "id": 130,430 "type": "SetNode",431 "pos": [432 1659.1873182311879,433 -679.254456898274434 ],435 "size": [436 210,437 60438 ],439 "flags": {440 "collapsed": true441 },442 "order": 110,443 "mode": 0,444 "inputs": [445 {446 "name": "SIGMAS",447 "type": "SIGMAS",448 "link": 254449 }450 ],451 "outputs": [452 {453 "label": "่พๅบ",454 "name": "*",455 "type": "*",456 "links": null457 }458 ],459 "title": "Set_SIGMAS",460 "properties": {461 "previousName": "sigmas_high"462 },463 "widgets_values": [464 "sigmas_high"465 ],466 "color": "#485248",467 "bgcolor": "#272e27"468 },469 {470 "id": 131,471 "type": "SetNode",472 "pos": [473 1712.467552406645,474 -532.2149874644617475 ],476 "size": [477 210,478 60479 ],480 "flags": {481 "collapsed": true482 },483 "order": 111,484 "mode": 0,485 "inputs": [486 {487 "name": "SIGMAS",488 "type": "SIGMAS",489 "link": 255490 }491 ],492 "outputs": [493 {494 "label": "่พๅบ",495 "name": "*",496 "type": "*",497 "links": null498 }499 ],500 "title": "Set_SIGMAS",501 "properties": {502 "previousName": "sigmas_low"503 },504 "widgets_values": [505 "sigmas_low"506 ],507 "color": "#485248",508 "bgcolor": "#272e27"509 },510 {511 "id": 129,512 "type": "SetNode",513 "pos": [514 1482.353025205861,515 -766.9414984494564516 ],517 "size": [518 210,519 61.01185634578792520 ],521 "flags": {522 "collapsed": false523 },524 "order": 82,525 "mode": 0,526 "inputs": [527 {528 "name": "SAMPLER",529 "type": "SAMPLER",530 "link": 541531 }532 ],533 "outputs": [534 {535 "label": "่พๅบ",536 "name": "*",537 "type": "*",538 "links": null539 }540 ],541 "title": "Set_SAMPLER",542 "properties": {543 "previousName": "sampler"544 },545 "widgets_values": [546 "sampler"547 ],548 "color": "#614a4a",549 "bgcolor": "#3b2c2c"550 },551 {552 "id": 299,553 "type": "KSamplerSelect",554 "pos": [555 1134.803342295841,556 -783.3453499031356557 ],558 "size": [559 270,560 58561 ],562 "flags": {},563 "order": 3,564 "mode": 0,565 "inputs": [],566 "outputs": [567 {568 "name": "SAMPLER",569 "type": "SAMPLER",570 "links": [571 541572 ]573 }574 ],575 "properties": {576 "Node name for S&R": "KSamplerSelect",577 "cnr_id": "comfy-core",578 "ver": "0.7.0"579 },580 "widgets_values": [581 "euler"582 ]583 },584 {585 "id": 147,586 "type": "GetNode",587 "pos": [588 1903.9467758403164,589 -792.9906092513787590 ],591 "size": [592 210,593 60594 ],595 "flags": {596 "collapsed": true597 },598 "order": 4,599 "mode": 0,600 "inputs": [],601 "outputs": [602 {603 "name": "SAMPLER",604 "type": "SAMPLER",605 "links": [606 576607 ]608 }609 ],610 "title": "Get_sampler",611 "properties": {},612 "widgets_values": [613 "sampler"614 ],615 "color": "#614a4a",616 "bgcolor": "#3b2c2c"617 },618 {619 "id": 148,620 "type": "GetNode",621 "pos": [622 1917.1326593389676,623 -735.5130164771747624 ],625 "size": [626 210,627 60628 ],629 "flags": {630 "collapsed": true631 },632 "order": 5,633 "mode": 0,634 "inputs": [],635 "outputs": [636 {637 "name": "SIGMAS",638 "type": "SIGMAS",639 "links": [640 577641 ]642 }643 ],644 "properties": {},645 "widgets_values": [646 "sigmas_high"647 ],648 "color": "#485248",649 "bgcolor": "#272e27"650 },651 {652 "id": 145,653 "type": "GetNode",654 "pos": [655 1916.8906827991816,656 -684.7181991415624657 ],658 "size": [659 210,660 60661 ],662 "flags": {663 "collapsed": true664 },665 "order": 6,666 "mode": 0,667 "inputs": [],668 "outputs": [669 {670 "name": "CLIP",671 "type": "CLIP",672 "links": [673 578674 ]675 }676 ],677 "properties": {},678 "widgets_values": [679 "clip_model"680 ],681 "color": "#432",682 "bgcolor": "#653"683 },684 {685 "id": 170,686 "type": "GetNode",687 "pos": [688 1868.4268959321255,689 -637.4761216674093690 ],691 "size": [692 210,693 60694 ],695 "flags": {696 "collapsed": true697 },698 "order": 7,699 "mode": 0,700 "inputs": [],701 "outputs": [702 {703 "name": "LATENT",704 "type": "LATENT",705 "links": [706 579707 ]708 }709 ],710 "title": "Get_anchor_samples",711 "properties": {},712 "widgets_values": [713 "anchor_samples"714 ],715 "color": "#323",716 "bgcolor": "#535"717 },718 {719 "id": 139,720 "type": "GetNode",721 "pos": [722 1869.577806985963,723 -570.2566446093857724 ],725 "size": [726 210,727 60728 ],729 "flags": {730 "collapsed": true731 },732 "order": 8,733 "mode": 0,734 "inputs": [],735 "outputs": [736 {737 "name": "MODEL",738 "type": "MODEL",739 "links": [740 580741 ]742 }743 ],744 "title": "Get_model_high",745 "properties": {},746 "widgets_values": [747 "model_high"748 ],749 "color": "#223",750 "bgcolor": "#335"751 },752 {753 "id": 149,754 "type": "GetNode",755 "pos": [756 1902.4254351627314,757 -511.07278749081166758 ],759 "size": [760 210,761 60762 ],763 "flags": {764 "collapsed": true765 },766 "order": 9,767 "mode": 0,768 "inputs": [],769 "outputs": [770 {771 "name": "SIGMAS",772 "type": "SIGMAS",773 "links": [774 581775 ]776 }777 ],778 "properties": {},779 "widgets_values": [780 "sigmas_low"781 ],782 "color": "#485248",783 "bgcolor": "#272e27"784 },785 {786 "id": 146,787 "type": "GetNode",788 "pos": [789 1901.7896956970135,790 -451.43983247879356791 ],792 "size": [793 210,794 60795 ],796 "flags": {797 "collapsed": true798 },799 "order": 10,800 "mode": 0,801 "inputs": [],802 "outputs": [803 {804 "name": "VAE",805 "type": "VAE",806 "links": [807 582808 ]809 }810 ],811 "properties": {},812 "widgets_values": [813 "vae"814 ],815 "color": "#322",816 "bgcolor": "#533"817 },818 {819 "id": 140,820 "type": "GetNode",821 "pos": [822 1889.0405154939513,823 -396.4008981869872824 ],825 "size": [826 210,827 60828 ],829 "flags": {830 "collapsed": true831 },832 "order": 11,833 "mode": 0,834 "inputs": [],835 "outputs": [836 {837 "name": "MODEL",838 "type": "MODEL",839 "links": [840 583841 ]842 }843 ],844 "title": "Get_model_low",845 "properties": {},846 "widgets_values": [847 "model_low"848 ],849 "color": "#223",850 "bgcolor": "#335"851 },852 {853 "id": 164,854 "type": "GetNode",855 "pos": [856 4002.43513057396,857 -758.9888744953033858 ],859 "size": [860 210,861 34862 ],863 "flags": {864 "collapsed": true865 },866 "order": 12,867 "mode": 0,868 "inputs": [],869 "outputs": [870 {871 "name": "SAMPLER",872 "type": "SAMPLER",873 "links": [874 639875 ]876 }877 ],878 "title": "Get_sampler",879 "properties": {},880 "widgets_values": [881 "sampler"882 ],883 "color": "#614a4a",884 "bgcolor": "#3b2c2c"885 },886 {887 "id": 155,888 "type": "GetNode",889 "pos": [890 4005.1769873108865,891 -699.2564906488974892 ],893 "size": [894 210,895 50896 ],897 "flags": {898 "collapsed": true899 },900 "order": 13,901 "mode": 0,902 "inputs": [],903 "outputs": [904 {905 "name": "MODEL",906 "type": "MODEL",907 "links": [908 643909 ]910 }911 ],912 "title": "Get_model_low",913 "properties": {},914 "widgets_values": [915 "model_low"916 ],917 "color": "#223",918 "bgcolor": "#335"919 },920 {921 "id": 165,922 "type": "GetNode",923 "pos": [924 4027.5868327051157,925 -640.1657365677873926 ],927 "size": [928 210,929 34930 ],931 "flags": {932 "collapsed": true933 },934 "order": 14,935 "mode": 0,936 "inputs": [],937 "outputs": [938 {939 "name": "SIGMAS",940 "type": "SIGMAS",941 "links": [942 640943 ]944 }945 ],946 "properties": {},947 "widgets_values": [948 "sigmas_high"949 ],950 "color": "#485248",951 "bgcolor": "#272e27"952 },953 {954 "id": 166,955 "type": "GetNode",956 "pos": [957 4041.5362979065803,958 -596.320464894745959 ],960 "size": [961 210,962 34963 ],964 "flags": {965 "collapsed": true966 },967 "order": 15,968 "mode": 0,969 "inputs": [],970 "outputs": [971 {972 "name": "SIGMAS",973 "type": "SIGMAS",974 "links": [975 641976 ]977 }978 ],979 "properties": {},980 "widgets_values": [981 "sigmas_low"982 ],983 "color": "#485248",984 "bgcolor": "#272e27"985 },986 {987 "id": 163,988 "type": "GetNode",989 "pos": [990 4063.040645031697,991 -502.18607658482165992 ],993 "size": [994 210,995 50996 ],997 "flags": {998 "collapsed": true999 },1000 "order": 16,1001 "mode": 0,1002 "inputs": [],1003 "outputs": [1004 {1005 "name": "VAE",1006 "type": "VAE",1007 "links": [1008 6421009 ]1010 }1011 ],1012 "properties": {},1013 "widgets_values": [1014 "vae"1015 ],1016 "color": "#322",1017 "bgcolor": "#533"1018 },1019 {1020 "id": 156,1021 "type": "GetNode",1022 "pos": [1023 3999.3453453601405,1024 -446.219380781857241025 ],1026 "size": [1027 210,1028 501029 ],1030 "flags": {1031 "collapsed": true1032 },1033 "order": 17,1034 "mode": 0,1035 "inputs": [],1036 "outputs": [1037 {1038 "name": "MODEL",1039 "type": "MODEL",1040 "links": [1041 6451042 ]1043 }1044 ],1045 "title": "Get_model_high",1046 "properties": {},1047 "widgets_values": [1048 "model_high"1049 ],1050 "color": "#223",1051 "bgcolor": "#335"1052 },1053 {1054 "id": 161,1055 "type": "GetNode",1056 "pos": [1057 4006.1663475276146,1058 -393.632827272967751059 ],1060 "size": [1061 230.3407017437521,1062 581063 ],1064 "flags": {1065 "collapsed": true1066 },1067 "order": 18,1068 "mode": 0,1069 "inputs": [],1070 "outputs": [1071 {1072 "name": "CLIP",1073 "type": "CLIP",1074 "links": [1075 6461076 ]1077 }1078 ],1079 "properties": {},1080 "widgets_values": [1081 "clip_model"1082 ],1083 "color": "#432",1084 "bgcolor": "#653"1085 },1086 {1087 "id": 171,1088 "type": "GetNode",1089 "pos": [1090 3840.326084038844,1091 -550.17437455064071092 ],1093 "size": [1094 210,1095 341096 ],1097 "flags": {1098 "collapsed": true1099 },1100 "order": 19,1101 "mode": 0,1102 "inputs": [],1103 "outputs": [1104 {1105 "name": "LATENT",1106 "type": "LATENT",1107 "links": [1108 6441109 ]1110 }1111 ],1112 "title": "Get_anchor_samples",1113 "properties": {},1114 "widgets_values": [1115 "anchor_samples"1116 ],1117 "color": "#323",1118 "bgcolor": "#535"1119 },1120 {1121 "id": 319,1122 "type": "VHS_VideoCombine",1123 "pos": [1124 4969.5600669219575,1125 -803.95144537305031126 ],1127 "size": [1128 726.1162702964593,1129 3341130 ],1131 "flags": {},1132 "order": 92,1133 "mode": 0,1134 "inputs": [1135 {1136 "name": "images",1137 "type": "IMAGE",1138 "link": 6481139 },1140 {1141 "name": "audio",1142 "shape": 7,1143 "type": "AUDIO",1144 "link": null1145 },1146 {1147 "name": "meta_batch",1148 "shape": 7,1149 "type": "VHS_BatchManager",1150 "link": null1151 },1152 {1153 "name": "vae",1154 "shape": 7,1155 "type": "VAE",1156 "link": null1157 }1158 ],1159 "outputs": [1160 {1161 "name": "Filenames",1162 "type": "VHS_FILENAMES",1163 "links": null1164 }1165 ],1166 "properties": {1167 "Node name for S&R": "VHS_VideoCombine",1168 "cnr_id": "comfyui-videohelpersuite",1169 "ver": "1.7.9"1170 },1171 "widgets_values": {1172 "frame_rate": 16,1173 "loop_count": 0,1174 "filename_prefix": "Wan22",1175 "format": "video/h264-mp4",1176 "pix_fmt": "yuv420p",1177 "crf": 19,1178 "save_metadata": true,1179 "trim_to_audio": false,1180 "pingpong": false,1181 "save_output": true,1182 "videopreview": {1183 "hidden": false,1184 "paused": false,1185 "params": {1186 "filename": "Wan22_00173.mp4",1187 "subfolder": "",1188 "type": "output",1189 "format": "video/h264-mp4",1190 "frame_rate": 16,1191 "workflow": "Wan22_00173.png",1192 "fullpath": "H:\\ComfyUI\\output\\Wan22_00173.mp4"1193 }1194 }1195 }1196 },1197 {1198 "id": 381,1199 "type": "GetNode",1200 "pos": [