{ "id": "206247b6-9fec-4ed2-8927-e4f388c674d4", "revision": 0, "last_node_id": 95, "last_link_id": 125, "nodes": [ { "id": 46, "type": "WanVideoTextEmbedBridge", "pos": [ 1303.4276123046875, 1086.20947265625 ], "size": [ 315, 46 ], "flags": {}, "order": 31, "mode": 2, "inputs": [ { "name": "positive", "type": "CONDITIONING", "link": 54 }, { "name": "negative", "type": "CONDITIONING", "link": 55 } ], "outputs": [ { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "links": null } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoTextEmbedBridge" }, "widgets_values": [] }, { "id": 50, "type": "CLIPTextEncode", "pos": [ 853.4276123046875, 1346.2091064453125 ], "size": [ 400, 200 ], "flags": {}, "order": 27, "mode": 2, "inputs": [ { "name": "clip", "type": "CLIP", "link": 53 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "slot_index": 0, "links": [ 55 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.26", "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "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" ] }, { "id": 48, "type": "CLIPLoader", "pos": [ 493.4272766113281, 1096.20947265625 ], "size": [ 315, 106 ], "flags": {}, "order": 0, "mode": 2, "inputs": [], "outputs": [ { "name": "CLIP", "type": "CLIP", "slot_index": 0, "links": [ 52, 53 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.26", "Node name for S&R": "CLIPLoader" }, "widgets_values": [ "umt5_xxl_fp16.safetensors", "wan", "default" ] }, { "id": 49, "type": "CLIPTextEncode", "pos": [ 853.4276123046875, 1096.20947265625 ], "size": [ 400, 200 ], "flags": {}, "order": 26, "mode": 2, "inputs": [ { "name": "clip", "type": "CLIP", "link": 52 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "slot_index": 0, "links": [ 54 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.26", "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "high quality nature video featuring a red panda balancing on a bamboo stem while a bird lands on it's head, on the background there is a waterfall" ] }, { "id": 42, "type": "Note", "pos": [ -990, -1030 ], "size": [ 314.96246337890625, 152.77333068847656 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Adjust the blocks to swap based on your VRAM, this is a tradeoff between speed and memory usage.\n\nAlternatively there's option to use VRAM management introduced in DiffSynt-Studios. This is usually slower, but saves even more VRAM compared to BlockSwap" ], "color": "#432", "bgcolor": "#653" }, { "id": 45, "type": "WanVideoVRAMManagement", "pos": [ -620, -850 ], "size": [ 315, 58 ], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [ { "name": "vram_management_args", "type": "VRAM_MANAGEMENTARGS", "links": [] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoVRAMManagement" }, "widgets_values": [ 1 ], "color": "#223", "bgcolor": "#335" }, { "id": 33, "type": "Note", "pos": [ -240, -1420 ], "size": [ 359.0753479003906, 88 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Models:\nhttps://huggingface.co/Kijai/WanVideo_comfy/tree/main" ], "color": "#432", "bgcolor": "#653" }, { "id": 51, "type": "Note", "pos": [ 523.4271850585938, 926.2090454101562 ], "size": [ 253.16725158691406, 88 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "You can also use native ComfyUI text encoding with these nodes instead of the original, the models are node specific and can't otherwise be mixed." ], "color": "#432", "bgcolor": "#653" }, { "id": 44, "type": "Note", "pos": [ -1030, -1320 ], "size": [ 303.0501403808594, 88 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "If you have Triton installed, connect this for ~30% speed increase" ], "color": "#432", "bgcolor": "#653" }, { "id": 39, "type": "WanVideoBlockSwap", "pos": [ -620, -1030 ], "size": [ 315, 154 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [ { "name": "block_swap_args", "type": "BLOCKSWAPARGS", "slot_index": 0, "links": [] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoBlockSwap" }, "widgets_values": [ 10, false, false, true, 0 ], "color": "#223", "bgcolor": "#335" }, { "id": 35, "type": "WanVideoTorchCompileSettings", "pos": [ -690, -1320 ], "size": [ 390.5999755859375, 202 ], "flags": {}, "order": 7, "mode": 0, "inputs": [], "outputs": [ { "name": "torch_compile_args", "type": "WANCOMPILEARGS", "slot_index": 0, "links": [] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoTorchCompileSettings" }, "widgets_values": [ "inductor", false, "default", false, 64, true, 128 ], "color": "#223", "bgcolor": "#335" }, { "id": 53, "type": "Note", "pos": [ 1301.80224609375, -1006.259765625 ], "size": [ 324.64129638671875, 159.47401428222656 ], "flags": {}, "order": 8, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "The relative l1 threshold -value determines how aggressive this is, higher values are faster but quality suffers more. Very first steps should NEVER be skipped with this model or it kills the motion. When using the pre-calculated coefficients, the treshold value should be much higher than with the default coefficients." ], "color": "#432", "bgcolor": "#653" }, { "id": 36, "type": "Note", "pos": [ -250, -1280 ], "size": [ 374.3061828613281, 171.9547576904297 ], "flags": {}, "order": 9, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "fp8_fast seems to cause huge quality degradation\n\nfp_16_fast enables \"Full FP16 Accmumulation in FP16 GEMMs\" feature available in the very latest pytorch nightly, this is around 20% speed boost. \n\nSageattn if you have it installed can be used for almost double inference speed" ], "color": "#432", "bgcolor": "#653" }, { "id": 59, "type": "CLIPVisionLoader", "pos": [ -1630.4998779296875, -351.5981750488281 ], "size": [ 315, 58 ], "flags": {}, "order": 10, "mode": 2, "inputs": [], "outputs": [ { "name": "CLIP_VISION", "type": "CLIP_VISION", "links": [ 70 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.26", "Node name for S&R": "CLIPVisionLoader" }, "widgets_values": [ "clip_vision_h.safetensors" ], "color": "#233", "bgcolor": "#355" }, { "id": 73, "type": "DownloadAndLoadDepthAnythingV2Model", "pos": [ -1240, 770 ], "size": [ 441, 58 ], "flags": {}, "order": 11, "mode": 0, "inputs": [], "outputs": [ { "name": "da_v2_model", "type": "DAMODEL", "links": [ 82 ] } ], "properties": { "cnr_id": "comfyui-depthanythingv2", "ver": "003d7b44bafd3a8a4c3693a9ca3ddcd72f4883ab", "Node name for S&R": "DownloadAndLoadDepthAnythingV2Model" }, "widgets_values": [ "depth_anything_v2_vitl_fp16.safetensors" ] }, { "id": 69, "type": "WanVideoEmptyEmbeds", "pos": [ 367.8289794921875, 179.7726287841797 ], "size": [ 342.5999755859375, 106 ], "flags": {}, "order": 40, "mode": 0, "inputs": [ { "name": "control_embeds", "shape": 7, "type": "WANVIDIMAGE_EMBEDS", "link": 92 }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 94 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 95 }, { "name": "num_frames", "type": "INT", "widget": { "name": "num_frames" }, "link": 96 } ], "outputs": [ { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "links": [ 99 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d5085d4e879b5c9d56e39f57e656255ce72e81fc", "Node name for S&R": "WanVideoEmptyEmbeds" }, "widgets_values": [ 832, 480, 81 ] }, { "id": 71, "type": "VHS_LoadVideo", "pos": [ -1732.427490234375, 765.5895385742188 ], "size": [ 346.55084228515625, 650.5508422851562 ], "flags": {}, "order": 12, "mode": 0, "inputs": [ { "name": "meta_batch", "shape": 7, "type": "VHS_BatchManager", "link": null }, { "name": "vae", "shape": 7, "type": "VAE", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 84 ] }, { "name": "frame_count", "type": "INT", "links": null }, { "name": "audio", "type": "AUDIO", "links": null }, { "name": "video_info", "type": "VHS_VIDEOINFO", "links": null } ], "properties": { "cnr_id": "comfyui-videohelpersuite", "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8", "Node name for S&R": "VHS_LoadVideo" }, "widgets_values": { "video": "wolf_interpolated.mp4", "force_rate": 0, "custom_width": 0, "custom_height": 0, "frame_load_cap": 0, "skip_first_frames": 0, "select_every_nth": 1, "format": "AnimateDiff", "choose video to upload": "image", "videopreview": { "hidden": false, "paused": false, "params": { "filename": "wolf_interpolated.mp4", "type": "input", "format": "video/mp4", "force_rate": 0, "custom_width": 0, "custom_height": 0, "frame_load_cap": 0, "skip_first_frames": 0, "select_every_nth": 1 } } } }, { "id": 74, "type": "Note", "pos": [ -771.98193359375, 759.1901245117188 ], "size": [ 219.9899444580078, 149.21942138671875 ], "flags": {}, "order": 13, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Use any preprocessor you want here, depth is just an example" ], "color": "#432", "bgcolor": "#653" }, { "id": 77, "type": "WanVideoEncode", "pos": [ -76.66918182373047, 835.0452880859375 ], "size": [ 315, 242 ], "flags": {}, "order": 35, "mode": 0, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 104 }, { "name": "image", "type": "IMAGE", "link": 90 }, { "name": "mask", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "samples", "type": "LATENT", "links": [ 91 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d5085d4e879b5c9d56e39f57e656255ce72e81fc", "Node name for S&R": "WanVideoEncode" }, "widgets_values": [ false, 272, 272, 144, 128, 0, 1 ], "color": "#322", "bgcolor": "#533" }, { "id": 84, "type": "GetNode", "pos": [ -214.50640869140625, 912.1173706054688 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 14, "mode": 0, "inputs": [], "outputs": [ { "name": "WANVAE", "type": "WANVAE", "links": [ 104 ] } ], "title": "Get_VAE", "properties": {}, "widgets_values": [ "VAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 85, "type": "GetNode", "pos": [ -797.9415893554688, -324.1277770996094 ], "size": [ 210, 58 ], "flags": { "collapsed": true }, "order": 15, "mode": 2, "inputs": [], "outputs": [ { "name": "WANVAE", "type": "WANVAE", "links": [ 123 ] } ], "title": "Get_VAE", "properties": {}, "widgets_values": [ "VAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 52, "type": "WanVideoTeaCache", "pos": [ 1307.6705322265625, -787.4303588867188 ], "size": [ 315, 178 ], "flags": {}, "order": 16, "mode": 0, "inputs": [], "outputs": [ { "name": "cache_args", "type": "CACHEARGS", "links": [ 56 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoTeaCache" }, "widgets_values": [ 0.08000000000000002, 1, -1, "offload_device", "true", "e" ] }, { "id": 22, "type": "WanVideoModelLoader", "pos": [ -260, -1050 ], "size": [ 477.4410095214844, 234 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "name": "compile_args", "shape": 7, "type": "WANCOMPILEARGS", "link": null }, { "name": "block_swap_args", "shape": 7, "type": "BLOCKSWAPARGS", "link": null }, { "name": "lora", "shape": 7, "type": "WANVIDLORA", "link": null }, { "name": "vram_management_args", "shape": 7, "type": "VRAM_MANAGEMENTARGS", "link": null }, { "name": "vace_model", "shape": 7, "type": "VACEPATH", "link": null } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "slot_index": 0, "links": [ 29, 79 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoModelLoader" }, "widgets_values": [ "WanVideo\\wan2.1_fun_control_1.3B_bf16.safetensors", "bf16", "disabled", "offload_device", "sdpa" ], "color": "#223", "bgcolor": "#335" }, { "id": 11, "type": "LoadWanVideoT5TextEncoder", "pos": [ -153.58168029785156, -752.5652465820312 ], "size": [ 377.1661376953125, 130 ], "flags": {}, "order": 18, "mode": 0, "inputs": [], "outputs": [ { "name": "wan_t5_model", "type": "WANTEXTENCODER", "slot_index": 0, "links": [ 15 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "LoadWanVideoT5TextEncoder" }, "widgets_values": [ "umt5-xxl-enc-bf16.safetensors", "bf16", "offload_device", "disabled" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 38, "type": "WanVideoVAELoader", "pos": [ -140.5011749267578, -566.3262939453125 ], "size": [ 372.7727966308594, 82 ], "flags": {}, "order": 19, "mode": 0, "inputs": [], "outputs": [ { "name": "vae", "type": "WANVAE", "slot_index": 0, "links": [ 103 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoVAELoader" }, "widgets_values": [ "wanvideo\\Wan2_1_VAE_bf16.safetensors", "bf16" ], "color": "#322", "bgcolor": "#533" }, { "id": 83, "type": "SetNode", "pos": [ 267.4593505859375, -535.8521728515625 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 30, "mode": 0, "inputs": [ { "name": "WANVAE", "type": "WANVAE", "link": 103 } ], "outputs": [ { "name": "*", "type": "*", "links": null } ], "title": "Set_VAE", "properties": { "previousName": "VAE" }, "widgets_values": [ "VAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 75, "type": "ImageResizeKJ", "pos": [ -1339.45751953125, 1036.936767578125 ], "size": [ 315, 266 ], "flags": {}, "order": 28, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 84 }, { "name": "get_image_size", "shape": 7, "type": "IMAGE", "link": null }, { "name": "width_input", "shape": 7, "type": "INT", "widget": { "name": "width_input" }, "link": null }, { "name": "height_input", "shape": 7, "type": "INT", "widget": { "name": "height_input" }, "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 85 ] }, { "name": "width", "type": "INT", "links": [] }, { "name": "height", "type": "INT", "links": [] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028", "Node name for S&R": "ImageResizeKJ" }, "widgets_values": [ 640, 640, "lanczos", false, 16, 0, 0, "disabled" ] }, { "id": 72, "type": "DepthAnything_V2", "pos": [ -1045.31494140625, 883.784423828125 ], "size": [ 214.20001220703125, 46 ], "flags": {}, "order": 32, "mode": 0, "inputs": [ { "name": "da_model", "type": "DAMODEL", "link": 82 }, { "name": "images", "type": "IMAGE", "link": 85 } ], "outputs": [ { "name": "image", "type": "IMAGE", "links": [ 89, 108 ] } ], "properties": { "cnr_id": "comfyui-depthanythingv2", "ver": "003d7b44bafd3a8a4c3693a9ca3ddcd72f4883ab", "Node name for S&R": "DepthAnything_V2" }, "widgets_values": [] }, { "id": 88, "type": "SetNode", "pos": [ -856.447509765625, 1058.3988037109375 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 34, "mode": 0, "inputs": [ { "name": "IMAGE", "type": "IMAGE", "link": 108 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 109 ] } ], "title": "Set_ControlSignal", "properties": { "previousName": "ControlSignal" }, "widgets_values": [ "ControlSignal" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 82, "type": "VHS_VideoCombine", "pos": [ -654.1227416992188, 1025.888671875 ], "size": [ 309.3501892089844, 334 ], "flags": {}, "order": 37, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 109 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": null }, { "name": "meta_batch", "shape": 7, "type": "VHS_BatchManager", "link": null }, { "name": "vae", "shape": 7, "type": "VAE", "link": null } ], "outputs": [ { "name": "Filenames", "type": "VHS_FILENAMES", "links": null } ], "properties": { "cnr_id": "comfyui-videohelpersuite", "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8", "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 16, "loop_count": 0, "filename_prefix": "control", "format": "video/h264-mp4", "pix_fmt": "yuv420p", "crf": 19, "save_metadata": true, "trim_to_audio": false, "pingpong": false, "save_output": false, "videopreview": { "hidden": false, "paused": false, "params": { "filename": "control_00001.mp4", "subfolder": "", "type": "temp", "format": "video/h264-mp4", "frame_rate": 16, "workflow": "control_00001.png", "fullpath": "N:\\AI\\ComfyUI\\temp\\control_00001.mp4" } } } }, { "id": 89, "type": "GetNode", "pos": [ 1738.6708984375, -343.6011657714844 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 20, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 112 ] } ], "title": "Get_ControlSignal", "properties": {}, "widgets_values": [ "ControlSignal" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 87, "type": "ImageConcatMulti", "pos": [ 1735.2471923828125, -292.62054443359375 ], "size": [ 315, 150 ], "flags": {}, "order": 46, "mode": 0, "inputs": [ { "name": "image_1", "type": "IMAGE", "link": 112 }, { "name": "image_2", "type": "IMAGE", "link": 111 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 113 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028" }, "widgets_values": [ 2, "right", false, null ] }, { "id": 28, "type": "WanVideoDecode", "pos": [ 1745.494873046875, -597.1070556640625 ], "size": [ 315, 174 ], "flags": {}, "order": 45, "mode": 0, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 106 }, { "name": "samples", "type": "LATENT", "link": 33 } ], "outputs": [ { "name": "images", "type": "IMAGE", "slot_index": 0, "links": [ 111 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoDecode" }, "widgets_values": [ false, 272, 272, 144, 128 ], "color": "#322", "bgcolor": "#533" }, { "id": 86, "type": "GetNode", "pos": [ 1757.5093994140625, -644.2652587890625 ], "size": [ 210, 58 ], "flags": { "collapsed": true }, "order": 21, "mode": 0, "inputs": [], "outputs": [ { "name": "WANVAE", "type": "WANVAE", "links": [ 106 ] } ], "title": "Get_VAE", "properties": {}, "widgets_values": [ "VAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 30, "type": "VHS_VideoCombine", "pos": [ 2127.332275390625, -314.9173583984375 ], "size": [ 1245.8460693359375, 960.9230346679688 ], "flags": {}, "order": 47, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 113 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": null }, { "name": "meta_batch", "shape": 7, "type": "VHS_BatchManager", "link": null }, { "name": "vae", "shape": 7, "type": "VAE", "link": null } ], "outputs": [ { "name": "Filenames", "type": "VHS_FILENAMES", "links": null } ], "properties": { "cnr_id": "comfyui-videohelpersuite", "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8", "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 16, "loop_count": 0, "filename_prefix": "WanVideoWrapper_FunControl", "format": "video/h264-mp4", "pix_fmt": "yuv420p", "crf": 19, "save_metadata": true, "trim_to_audio": false, "pingpong": false, "save_output": true, "videopreview": { "hidden": false, "paused": false, "params": { "filename": "WanVideoWrapper_FunControl_00013.mp4", "subfolder": "", "type": "output", "format": "video/h264-mp4", "frame_rate": 16, "workflow": "WanVideoWrapper_FunControl_00013.png", "fullpath": "N:\\AI\\ComfyUI\\output\\WanVideoWrapper_FunControl_00013.mp4" } } } }, { "id": 90, "type": "WanVideoExperimentalArgs", "pos": [ 947.8186645507812, 317.6713562011719 ], "size": [ 327.5999755859375, 130 ], "flags": {}, "order": 22, "mode": 0, "inputs": [], "outputs": [ { "name": "exp_args", "type": "EXPERIMENTALARGS", "links": [ 114 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d5085d4e879b5c9d56e39f57e656255ce72e81fc", "Node name for S&R": "WanVideoExperimentalArgs" }, "widgets_values": [ "", true, false, 0 ] }, { "id": 58, "type": "LoadImage", "pos": [ -1670.4998779296875, -141.59849548339844 ], "size": [ 413.10479736328125, 498.3180847167969 ], "flags": {}, "order": 23, "mode": 2, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 72 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.26", "Node name for S&R": "LoadImage" }, "widgets_values": [ "pasted/image (758).png", "image", "" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 76, "type": "GetImageSizeAndCount", "pos": [ -528.3760986328125, 670.5289306640625 ], "size": [ 277.20001220703125, 86 ], "flags": {}, "order": 33, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 89 } ], "outputs": [ { "name": "image", "type": "IMAGE", "links": [ 90 ] }, { "label": "640 width", "name": "width", "type": "INT", "links": [ 94, 97 ] }, { "label": "640 height", "name": "height", "type": "INT", "links": [ 95, 98 ] }, { "label": "53 count", "name": "count", "type": "INT", "links": [ 96, 120 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028", "Node name for S&R": "GetImageSizeAndCount" }, "widgets_values": [] }, { "id": 78, "type": "WanVideoControlEmbeds", "pos": [ -79.64204406738281, 690 ], "size": [ 315, 82 ], "flags": {}, "order": 38, "mode": 0, "inputs": [ { "name": "latents", "type": "LATENT", "link": 91 } ], "outputs": [ { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "links": [ 92, 125 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d5085d4e879b5c9d56e39f57e656255ce72e81fc", "Node name for S&R": "WanVideoControlEmbeds" }, "widgets_values": [ 0, 1 ] }, { "id": 27, "type": "WanVideoSampler", "pos": [ 1315.2401123046875, -401.48028564453125 ], "size": [ 357.6112060546875, 849.6112060546875 ], "flags": {}, "order": 44, "mode": 0, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 29 }, { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "link": 30 }, { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "link": 121 }, { "name": "samples", "shape": 7, "type": "LATENT", "link": null }, { "name": "feta_args", "shape": 7, "type": "FETAARGS", "link": null }, { "name": "context_options", "shape": 7, "type": "WANVIDCONTEXT", "link": null }, { "name": "cache_args", "shape": 7, "type": "CACHEARGS", "link": 56 }, { "name": "flowedit_args", "shape": 7, "type": "FLOWEDITARGS", "link": null }, { "name": "slg_args", "shape": 7, "type": "SLGARGS", "link": null }, { "name": "loop_args", "shape": 7, "type": "LOOPARGS", "link": null }, { "name": "experimental_args", "shape": 7, "type": "EXPERIMENTALARGS", "link": 114 } ], "outputs": [ { "name": "samples", "type": "LATENT", "slot_index": 0, "links": [ 33 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoSampler" }, "widgets_values": [ 25, 6, 5, 42, "fixed", true, "unipc", 0, 1, "", "comfy" ] }, { "id": 16, "type": "WanVideoTextEncode", "pos": [ 706.5767822265625, -377.3152160644531 ], "size": [ 420.30511474609375, 261.5306701660156 ], "flags": {}, "order": 29, "mode": 0, "inputs": [ { "name": "t5", "type": "WANTEXTENCODER", "link": 15 }, { "name": "model_to_offload", "shape": 7, "type": "WANVIDEOMODEL", "link": 79 } ], "outputs": [ { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "slot_index": 0, "links": [ 30 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoTextEncode" }, "widgets_values": [ "high quality nature video of a red fox in an autumnal forest, there's a waterfall in the background", "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", true ], "color": "#332922", "bgcolor": "#593930" }, { "id": 68, "type": "MarkdownNote", "pos": [ 163.63636779785156, -1315.7574462890625 ], "size": [ 352.2259521484375, 186.99449157714844 ], "flags": {}, "order": 24, "mode": 0, "inputs": [], "outputs": [], "title": "Model download links", "properties": {}, "widgets_values": [ "1.3B BF16:\n\n[https://huggingface.co/alibaba-pai/Wan2.1-Fun-1.3B-Control/blob/main/diffusion_pytorch_model.safetensors](https://huggingface.co/alibaba-pai/Wan2.1-Fun-1.3B-Control/blob/main/diffusion_pytorch_model.safetensors)\n\n14B BF16:\n\n[https://huggingface.co/alibaba-pai/Wan2.1-Fun-14B-Control/blob/main/diffusion_pytorch_model.safetensors](https://huggingface.co/alibaba-pai/Wan2.1-Fun-14B-Control/blob/main/diffusion_pytorch_model.safetensors)\n\n14B FP8:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2.1-Fun-Control-14B_fp8_e4m3fn.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2.1-Fun-Control-14B_fp8_e4m3fn.safetensors)" ], "color": "#432", "bgcolor": "#653" }, { "id": 65, "type": "WanVideoClipVisionEncode", "pos": [ -1200.4986572265625, -431.59814453125 ], "size": [ 327.5999755859375, 262 ], "flags": {}, "order": 39, "mode": 2, "inputs": [ { "name": "clip_vision", "type": "CLIP_VISION", "link": 70 }, { "name": "image_1", "type": "IMAGE", "link": 73 }, { "name": "image_2", "shape": 7, "type": "IMAGE", "link": null }, { "name": "negative_image", "shape": 7, "type": "IMAGE", "link": null } ], "outputs": [ { "name": "image_embeds", "type": "WANVIDIMAGE_CLIPEMBEDS", "links": [ 122 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoClipVisionEncode" }, "widgets_values": [ 1, 1, "center", "average", true, 0, 0.20000000000000004 ], "color": "#233", "bgcolor": "#355" }, { "id": 66, "type": "ImageResizeKJ", "pos": [ -1190.589111328125, -70.7883529663086 ], "size": [ 315, 266 ], "flags": {}, "order": 36, "mode": 2, "inputs": [ { "name": "image", "type": "IMAGE", "link": 72 }, { "name": "get_image_size", "shape": 7, "type": "IMAGE", "link": null }, { "name": "width_input", "shape": 7, "type": "INT", "widget": { "name": "width_input" }, "link": null }, { "name": "height_input", "shape": 7, "type": "INT", "widget": { "name": "height_input" }, "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 97 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 98 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 73, 124 ] }, { "name": "width", "type": "INT", "links": [ 75 ] }, { "name": "height", "type": "INT", "links": [ 76 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028", "Node name for S&R": "ImageResizeKJ" }, "widgets_values": [ 624, 624, "lanczos", false, 16, 0, 0, "center" ] }, { "id": 79, "type": "Reroute", "pos": [ 916.9335327148438, 39.80095291137695 ], "size": [ 75, 26 ], "flags": {}, "order": 42, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 99 } ], "outputs": [ { "name": "", "type": "WANVIDIMAGE_EMBEDS", "links": [ 121 ] } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 81, "type": "Note", "pos": [ 562.2122802734375, 14.483749389648438 ], "size": [ 255.5326690673828, 88 ], "flags": {}, "order": 25, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Use empty embeds when doing just text to video with control, otherwise connect the image embeds from the image encoder to the sampler" ], "color": "#432", "bgcolor": "#653" }, { "id": 80, "type": "Reroute", "pos": [ 834.6790161132812, -45.101322174072266 ], "size": [ 75, 26 ], "flags": {}, "order": 43, "mode": 0, "inputs": [ { "name": "", "type": "*", "link": 100 } ], "outputs": [ { "name": "", "type": "WANVIDIMAGE_EMBEDS", "links": [] } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 63, "type": "WanVideoImageToVideoEncode", "pos": [ -800.4992065429688, -261.5985107421875 ], "size": [ 352.79998779296875, 398 ], "flags": {}, "order": 41, "mode": 2, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 123 }, { "name": "clip_embeds", "type": "WANVIDIMAGE_CLIPEMBEDS", "link": 122 }, { "name": "start_image", "shape": 7, "type": "IMAGE", "link": 124 }, { "name": "end_image", "shape": 7, "type": "IMAGE", "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 75 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 76 }, { "name": "extra_latents", "shape": 7, "type": "LATENT", "link": null }, { "name": "num_frames", "type": "INT", "widget": { "name": "num_frames" }, "link": 120 }, { "name": "temporal_mask", "shape": 7, "type": "MASK", "link": null }, { "name": "control_embeds", "shape": 7, "type": "WANVIDIMAGE_EMBEDS", "link": 125 } ], "outputs": [ { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "links": [ 100 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "d20baf00247fd06553fdc9253e18732244e54172", "Node name for S&R": "WanVideoImageToVideoEncode" }, "widgets_values": [ 832, 480, 81, 0.030000000000000006, 1, 1, true, true ], "color": "#2a363b", "bgcolor": "#3f5159" } ], "links": [ [ 15, 11, 0, 16, 0, "WANTEXTENCODER" ], [ 29, 22, 0, 27, 0, "WANVIDEOMODEL" ], [ 30, 16, 0, 27, 1, "WANVIDEOTEXTEMBEDS" ], [ 33, 27, 0, 28, 1, "LATENT" ], [ 52, 48, 0, 49, 0, "CLIP" ], [ 53, 48, 0, 50, 0, "CLIP" ], [ 54, 49, 0, 46, 0, "CONDITIONING" ], [ 55, 50, 0, 46, 1, "CONDITIONING" ], [ 56, 52, 0, 27, 6, "TEACACHEARGS" ], [ 70, 59, 0, 65, 0, "CLIP_VISION" ], [ 72, 58, 0, 66, 0, "IMAGE" ], [ 73, 66, 0, 65, 1, "IMAGE" ], [ 75, 66, 1, 63, 4, "INT" ], [ 76, 66, 2, 63, 5, "INT" ], [ 79, 22, 0, 16, 1, "WANVIDEOMODEL" ], [ 82, 73, 0, 72, 0, "DAMODEL" ], [ 84, 71, 0, 75, 0, "IMAGE" ], [ 85, 75, 0, 72, 1, "IMAGE" ], [ 89, 72, 0, 76, 0, "IMAGE" ], [ 90, 76, 0, 77, 1, "IMAGE" ], [ 91, 77, 0, 78, 0, "LATENT" ], [ 92, 78, 0, 69, 0, "WANVIDIMAGE_EMBEDS" ], [ 94, 76, 1, 69, 1, "INT" ], [ 95, 76, 2, 69, 2, "INT" ], [ 96, 76, 3, 69, 3, "INT" ], [ 97, 76, 1, 66, 4, "INT" ], [ 98, 76, 2, 66, 5, "INT" ], [ 99, 69, 0, 79, 0, "*" ], [ 100, 63, 0, 80, 0, "*" ], [ 103, 38, 0, 83, 0, "*" ], [ 104, 84, 0, 77, 0, "WANVAE" ], [ 106, 86, 0, 28, 0, "WANVAE" ], [ 108, 72, 0, 88, 0, "IMAGE" ], [ 109, 88, 0, 82, 0, "IMAGE" ], [ 111, 28, 0, 87, 1, "IMAGE" ], [ 112, 89, 0, 87, 0, "IMAGE" ], [ 113, 87, 0, 30, 0, "IMAGE" ], [ 114, 90, 0, 27, 10, "EXPERIMENTALARGS" ], [ 120, 76, 3, 63, 7, "INT" ], [ 121, 79, 0, 27, 2, "WANVIDIMAGE_EMBEDS" ], [ 122, 65, 0, 63, 1, "WANVIDIMAGE_CLIPEMBEDS" ], [ 123, 85, 0, 63, 0, "WANVAE" ], [ 124, 66, 0, 63, 2, "IMAGE" ], [ 125, 78, 0, 63, 9, "WANVIDIMAGE_EMBEDS" ] ], "groups": [ { "id": 1, "title": "ComfyUI text encoding alternative", "bounding": [ 430.61114501953125, 782.2755126953125, 1210.621337890625, 805.9080810546875 ], "color": "#3f789e", "font_size": 24, "flags": {} }, { "id": 2, "title": "Reference image", "bounding": [ -1762.3848876953125, -569.3446655273438, 1364.3648681640625, 982.508544921875 ], "color": "#3f789e", "font_size": 24, "flags": {} }, { "id": 3, "title": "Control video", "bounding": [ -1774.72412109375, 574.9209594726562, 1549.4765625, 1150.4462890625 ], "color": "#3f789e", "font_size": 24, "flags": {} } ], "config": {}, "extra": { "ds": { "scale": 0.9090909090909092, "offset": [ 1536.850424794186, 492.19279742938807 ] }, "node_versions": { "ComfyUI-WanVideoWrapper": "5a2383621a05825d0d0437781afcb8552d9590fd", "comfy-core": "0.3.26", "ComfyUI-KJNodes": "a5bd3c86c8ed6b83c55c2d0e7a59515b15a0137f", "ComfyUI-VideoHelperSuite": "0a75c7958fe320efcb052f1d9f8451fd20c730a8" }, "VHS_latentpreview": true, "VHS_latentpreviewrate": 0, "VHS_MetadataImage": true, "VHS_KeepIntermediate": true }, "version": 0.4 }