{ "id": "7200c272-1c07-4834-9c36-c6ec5c140c21", "revision": 0, "last_node_id": 76, "last_link_id": 139, "nodes": [ { "id": 28, "type": "WanVideoSetBlockSwap", "pos": [ 1164.3349609375, 456.0657043457031 ], "size": [ 202.5749969482422, 46 ], "flags": {}, "order": 25, "mode": 0, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 119 }, { "name": "block_swap_args", "shape": 7, "type": "BLOCKSWAPARGS", "link": 36 } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "links": [ 35 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoSetBlockSwap" }, "widgets_values": [], "color": "#223", "bgcolor": "#335" }, { "id": 32, "type": "WanVideoDecode", "pos": [ 3053.248046875, 43.88642501831055 ], "size": [ 270, 198 ], "flags": {}, "order": 27, "mode": 0, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 39 }, { "name": "samples", "type": "LATENT", "link": 40 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 109 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoDecode" }, "widgets_values": [ false, 272, 272, 144, 128, "default" ] }, { "id": 61, "type": "SetNode", "pos": [ 532.801513671875, 1144.129638671875 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 16, "mode": 0, "inputs": [ { "name": "IMAGE", "type": "IMAGE", "link": 120 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 121 ] } ], "title": "Set_input_image", "properties": { "previousName": "input_image" }, "widgets_values": [ "input_image" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 63, "type": "MarkdownNote", "pos": [ -122.2835464477539, 620.6234741210938 ], "size": [ 434.28240966796875, 283.2594299316406 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Model links:\n\n[https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/tree/main/](https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/tree/main/)\n\nLoRA:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v](https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v)\n\nText encoder:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/umt5-xxl-enc-bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/umt5-xxl-enc-bf16.safetensors)\n\nVAE:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1_VAE_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1_VAE_bf16.safetensors)\n\nLynx models:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lynx](https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lynx)" ], "color": "#432", "bgcolor": "#653" }, { "id": 21, "type": "PreviewImage", "pos": [ 1080.525390625, 1056.8209228515625 ], "size": [ 210, 258 ], "flags": {}, "order": 21, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 113 } ], "outputs": [], "properties": { "cnr_id": "comfy-core", "ver": "0.3.59", "Node name for S&R": "PreviewImage" }, "widgets_values": [] }, { "id": 65, "type": "Note", "pos": [ 1593.0069580078125, 1237.267822265625 ], "size": [ 210, 91.1364974975586 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "In the original code, the prompt for the reference extraction pass was hardcoded as this." ], "color": "#432", "bgcolor": "#653" }, { "id": 37, "type": "WanVideoTorchCompileSettings", "pos": [ -42.34662628173828, 193.6160888671875 ], "size": [ 342.74609375, 202 ], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [ { "name": "torch_compile_args", "type": "WANCOMPILEARGS", "links": [ 111 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoTorchCompileSettings" }, "widgets_values": [ "inductor", false, "default", false, 64, true, 128 ], "color": "#223", "bgcolor": "#335" }, { "id": 60, "type": "WanVideoSetLoRAs", "pos": [ 1203.847412109375, 598.7035522460938 ], "size": [ 175.1999969482422, 46 ], "flags": {}, "order": 23, "mode": 0, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 117 }, { "name": "lora", "shape": 7, "type": "WANVIDLORA", "link": 139 } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "links": [ 119 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "174cba575912a534e8c106c0c318c48f3df0e053", "Node name for S&R": "WanVideoSetLoRAs" }, "widgets_values": [], "color": "#223", "bgcolor": "#335" }, { "id": 35, "type": "LoadImage", "pos": [ 62.843509674072266, 1122.969482421875 ], "size": [ 335.2794494628906, 475.0510559082031 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 120 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.59", "Node name for S&R": "LoadImage" }, "widgets_values": [ "oldman_upscaled.png", "image" ] }, { "id": 64, "type": "Note", "pos": [ 730.4488525390625, 1214.236328125 ], "size": [ 320.8675842285156, 233.28762817382812 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [], "title": "Note: Insightface", "properties": {}, "widgets_values": [ "Original code and this node uses insightface only to crop the image, you can use other crop automatic face croppers or manually crop the face for the ip_image as well. The image is tiny 112x112\n\nWhile InsightFace code is MIT licensed, the Buffalo -model used has strictly \"non-commercial research purposes only\" -license\n\nFor the actual encoding Arcface model is used, I couldn't find clear answer to what it's license is.\n\nFor the reference the original code uses different slightly more zoomed out cropping for 256x256 input image, you can do this manually as well." ], "color": "#432", "bgcolor": "#653" }, { "id": 12, "type": "WanVideoModelLoader", "pos": [ 384.0904235839844, 437.55438232421875 ], "size": [ 609.2658081054688, 318 ], "flags": {}, "order": 19, "mode": 0, "inputs": [ { "name": "compile_args", "shape": 7, "type": "WANCOMPILEARGS", "link": 111 }, { "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": "extra_model", "shape": 7, "type": "VACEPATH", "link": 135 }, { "name": "fantasytalking_model", "shape": 7, "type": "FANTASYTALKINGMODEL", "link": null }, { "name": "multitalk_model", "shape": 7, "type": "MULTITALKMODEL", "link": null }, { "name": "fantasyportrait_model", "shape": 7, "type": "FANTASYPORTRAITMODEL", "link": null } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "links": [ 117 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoModelLoader" }, "widgets_values": [ "WanVideo\\fp8_scaled_kj\\T2V\\Wan2_1-T2V-14B_fp8_e4m3fn_scaled_KJ.safetensors", "fp16_fast", "disabled", "offload_device", "sageattn", "default" ], "color": "#223", "bgcolor": "#335" }, { "id": 36, "type": "PreviewImage", "pos": [ 1324.6285400390625, 1061.2957763671875 ], "size": [ 210, 258 ], "flags": {}, "order": 22, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 114 } ], "outputs": [], "properties": { "cnr_id": "comfy-core", "ver": "0.3.59", "Node name for S&R": "PreviewImage" }, "widgets_values": [] }, { "id": 66, "type": "Note", "pos": [ 1838.8494873046875, 434.2574768066406 ], "size": [ 351.72918701171875, 174.49427795410156 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "lite lynx model only includes ip adapter for face id.\n\nfull lynx model also includes reference adapter, which works by first running your reference image through the model for 1 step, and the main inference then uses those extracted values on each step.\n\nThe reference adapter feels extremely strong and usually reducing it's strength or limiting the blocks it is applied to helps avoid that" ], "color": "#432", "bgcolor": "#653" }, { "id": 52, "type": "LynxEncodeFaceIP", "pos": [ 1087.304931640625, 905.4612426757812 ], "size": [ 198.4499969482422, 46 ], "flags": {}, "order": 20, "mode": 0, "inputs": [ { "name": "resampler", "type": "LYNXRESAMPLER", "link": 89 }, { "name": "ip_image", "type": "IMAGE", "link": 95 } ], "outputs": [ { "name": "lynx_face_embeds", "type": "LYNXIP", "links": [ 126 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "174cba575912a534e8c106c0c318c48f3df0e053", "Node name for S&R": "LynxEncodeFaceIP" }, "widgets_values": [] }, { "id": 16, "type": "LoadLynxResampler", "pos": [ 62.8701057434082, 977.65185546875 ], "size": [ 350, 82 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [ { "name": "resampler", "type": "LYNXRESAMPLER", "links": [ 89 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "LoadLynxResampler" }, "widgets_values": [ "WanVideo\\lynx\\lynx_lite_resampler_fp32.safetensors", "fp16" ] }, { "id": 51, "type": "WanVideoTextEncodeCached", "pos": [ 1852.8812255859375, 973.4616088867188 ], "size": [ 532.5263061523438, 354.6100769042969 ], "flags": {}, "order": 7, "mode": 0, "inputs": [ { "name": "extender_args", "shape": 7, "type": "WANVIDEOPROMPTEXTENDER_ARGS", "link": null } ], "outputs": [ { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "links": [ 136 ] }, { "name": "negative_text_embeds", "type": "WANVIDEOTEXTEMBEDS", "links": null }, { "name": "positive_prompt", "type": "STRING", "links": null } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoTextEncodeCached" }, "widgets_values": [ "umt5-xxl-enc-bf16.safetensors", "bf16", "image of a face", "", "disabled", true, "gpu" ], "color": "#432", "bgcolor": "#653" }, { "id": 53, "type": "LynxInsightFaceCrop", "pos": [ 767.8928833007812, 1115.97900390625 ], "size": [ 180.0749969482422, 46 ], "flags": {}, "order": 18, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 121 } ], "outputs": [ { "name": "ip_image", "type": "IMAGE", "links": [ 95, 113 ] }, { "name": "ref_image", "type": "IMAGE", "links": [ 114, 137 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "174cba575912a534e8c106c0c318c48f3df0e053", "Node name for S&R": "LynxInsightFaceCrop" }, "widgets_values": [] }, { "id": 31, "type": "WanVideoVAELoader", "pos": [ 2551.93994140625, 30.22148323059082 ], "size": [ 334.9571533203125, 82 ], "flags": {}, "order": 8, "mode": 0, "inputs": [ { "name": "compile_args", "shape": 7, "type": "WANCOMPILEARGS", "link": null } ], "outputs": [ { "name": "vae", "type": "WANVAE", "links": [ 39, 107 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoVAELoader" }, "widgets_values": [ "wanvideo\\Wan2_1_VAE_bf16.safetensors", "bf16" ], "color": "#322", "bgcolor": "#533" }, { "id": 57, "type": "ImageConcatMulti", "pos": [ 3052.36669921875, 315.6687316894531 ], "size": [ 270, 150 ], "flags": {}, "order": 28, "mode": 0, "inputs": [ { "name": "image_1", "type": "IMAGE", "link": 109 }, { "name": "image_2", "shape": 7, "type": "IMAGE", "link": 122 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 112 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "b1fffd33ba8b14cb4900e2c557f4a2ba0b340ff5" }, "widgets_values": [ 2, "left", true, null ] }, { "id": 62, "type": "GetNode", "pos": [ 3057.438720703125, 516.5675659179688 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 9, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 122 ] } ], "title": "Get_input_image", "properties": {}, "widgets_values": [ "input_image" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 13, "type": "WanVideoExtraModelSelect", "pos": [ -671.5703735351562, 535.4902954101562 ], "size": [ 477.6412658691406, 59.95210266113281 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "name": "prev_model", "shape": 7, "type": "VACEPATH", "link": 134 } ], "outputs": [ { "name": "extra_model", "type": "VACEPATH", "links": [ 135 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoExtraModelSelect" }, "widgets_values": [ "WanVideo\\lynx\\Wan2_1-T2V-Lynx_full_ref_layers_fp16.safetensors" ], "color": "#223", "bgcolor": "#335" }, { "id": 69, "type": "WanVideoExtraModelSelect", "pos": [ -683.1736450195312, 419.47369384765625 ], "size": [ 477.6412658691406, 59.95210266113281 ], "flags": {}, "order": 10, "mode": 0, "inputs": [ { "name": "prev_model", "shape": 7, "type": "VACEPATH", "link": null } ], "outputs": [ { "name": "extra_model", "type": "VACEPATH", "links": [ 134 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoExtraModelSelect" }, "widgets_values": [ "WanVideo\\lynx\\Wan2_1-T2V-Lynx_lite_ip_layers_fp16.safetensors" ], "color": "#223", "bgcolor": "#335" }, { "id": 72, "type": "Note", "pos": [ -626.7315673828125, 664.1754760742188 ], "size": [ 370.65289306640625, 129.35208129882812 ], "flags": {}, "order": 11, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Original implementation uses full ip layers with full ref layers, I don't know if there's some mistake in my implementation as the full ip adapter seems very weak, and using lite ip instead seems better, and also uses less memory." ], "color": "#432", "bgcolor": "#653" }, { "id": 74, "type": "WanVideoLoraSelectMulti", "pos": [ 523.8887939453125, 18.619842529296875 ], "size": [ 522.9938354492188, 342 ], "flags": {}, "order": 12, "mode": 0, "inputs": [ { "name": "prev_lora", "shape": 7, "type": "WANVIDLORA", "link": null }, { "name": "blocks", "shape": 7, "type": "SELECTEDBLOCKS", "link": null } ], "outputs": [ { "name": "lora", "type": "WANVIDLORA", "links": [ 139 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "174cba575912a534e8c106c0c318c48f3df0e053", "Node name for S&R": "WanVideoLoraSelectMulti" }, "widgets_values": [ "WanVideo\\Lightx2v\\lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16_.safetensors", 1, "WanVid\\funreward\\Wan2.1-Fun-14B-InP-HPS2.1_reward_lora_comfy.safetensors", 0.5, "none", 1, "none", 1, "none", 1, false, false ], "color": "#223", "bgcolor": "#335" }, { "id": 24, "type": "WanVideoEmptyEmbeds", "pos": [ 1491.357666015625, 667.6817626953125 ], "size": [ 272.431640625, 126 ], "flags": {}, "order": 13, "mode": 0, "inputs": [ { "name": "control_embeds", "shape": 7, "type": "WANVIDIMAGE_EMBEDS", "link": null }, { "name": "extra_latents", "shape": 7, "type": "LATENT", "link": null } ], "outputs": [ { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "links": [ 101 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoEmptyEmbeds" }, "widgets_values": [ 832, 480, 121 ] }, { "id": 29, "type": "WanVideoBlockSwap", "pos": [ 1147.027587890625, 164.4652099609375 ], "size": [ 281.404296875, 202 ], "flags": {}, "order": 14, "mode": 0, "inputs": [], "outputs": [ { "name": "block_swap_args", "type": "BLOCKSWAPARGS", "links": [ 36 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "37365817e82c3d6057fcb0a5d7f952f7376f096a", "Node name for S&R": "WanVideoBlockSwap" }, "widgets_values": [ 35, false, false, true, 0, 1, false ], "color": "#223", "bgcolor": "#335" }, { "id": 58, "type": "VHS_VideoCombine", "pos": [ 3372.08154296875, 46.2856559753418 ], "size": [ 1784.03125, 993.3772583007812 ], "flags": {}, "order": 29, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 112 }, { "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": "0edce8ef7ce173ac97a3ed3d6f4636029d1a4530", "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 24, "loop_count": 0, "filename_prefix": "Wanlynx", "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": "Wanlynx_00041.mp4", "subfolder": "", "type": "temp", "format": "video/h264-mp4", "frame_rate": 24, "workflow": "Wanlynx_00041.png", "fullpath": "N:\\AI\\ComfyUI\\temp\\Wanlynx_00041.mp4" } } } }, { "id": 26, "type": "WanVideoTextEncodeCached", "pos": [ 1806.466796875, -51.649444580078125 ], "size": [ 558.2944946289062, 382.5255432128906 ], "flags": {}, "order": 15, "mode": 0, "inputs": [ { "name": "extender_args", "shape": 7, "type": "WANVIDEOPROMPTEXTENDER_ARGS", "link": null } ], "outputs": [ { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "links": [ 31 ] }, { "name": 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