{ "id": "c6e410bc-5e2c-460b-ae81-c91b6094fbb1", "revision": 0, "last_node_id": 531, "last_link_id": 975, "nodes": [ { "id": 35, "type": "WanVideoTorchCompileSettings", "pos": [ -40.0239143371582, -1746.1273193359375 ], "size": [ 421.6000061035156, 202 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [ { "name": "torch_compile_args", "type": "WANCOMPILEARGS", "slot_index": 0, "links": [] } ], "properties": { "Node name for S&R": "WanVideoTorchCompileSettings", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72" }, "widgets_values": [ "inductor", false, "default", false, 64, true, 128 ] }, { "id": 44, "type": "Note", "pos": [ -415.5575256347656, -1797.4990234375 ], "size": [ 303.0501403808594, 88 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "If you have Triton installed, connect this for ~30% speed increase" ], "color": "#432", "bgcolor": "#653" }, { "id": 42, "type": "Note", "pos": [ -411.834716796875, -1577.6158447265625 ], "size": [ 325.3857421875, 177.342529296875 ], "flags": {}, "order": 2, "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\n\nIMPORTANT!\nWhen at least 1 VACE block is swapped, the intermediate outputs are also offloaded reducing VRAM usage considerably" ], "color": "#432", "bgcolor": "#653" }, { "id": 182, "type": "Note", "pos": [ 551.152099609375, -1349.3931884765625 ], "size": [ 344.17034912109375, 107.31356811523438 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "While the WanVideo 1.3B model is in FP32, the VACE module in it is in BF16, so using fp16_fast is technically lossy, but seems to be fine if you want the speed boost." ], "color": "#432", "bgcolor": "#653" }, { "id": 120, "type": "MarkdownNote", "pos": [ 407.5233459472656, -1723.455078125 ], "size": [ 368.480712890625, 147.49659729003906 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [], "title": "Model download link", "properties": {}, "widgets_values": [ "Original model link, you can rename to whatever you like:\n\n[https://huggingface.co/ali-vilab/VACE-Wan2.1-1.3B-Preview/blob/main/diffusion_pytorch_model.safetensors](https://huggingface.co/ali-vilab/VACE-Wan2.1-1.3B-Preview/blob/main/diffusion_pytorch_model.safetensors)" ], "color": "#432", "bgcolor": "#653" }, { "id": 36, "type": "Note", "pos": [ 152.41278076171875, -1183.8941650390625 ], "size": [ 374.3061828613281, 171.9547576904297 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "fp8_fast seems to cause 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": 122, "type": "SetNode", "pos": [ 439.564697265625, -920.0816650390625 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 111, "mode": 0, "inputs": [ { "name": "WANVAE", "type": "WANVAE", "link": 247 } ], "outputs": [ { "name": "*", "type": "*", "links": null } ], "title": "Set_WanVAE", "properties": { "previousName": "WanVAE" }, "widgets_values": [ "WanVAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 225, "type": "MarkdownNote", "pos": [ -461.8598937988281, -1003.5693969726562 ], "size": [ 536.0852661132812, 204.4370574951172 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "You can also use the VACE as separate module with any normal matching size T2V model (not Fun models):\n\n1.3B:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1_VACE_1_3B_preview_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1_VACE_1_3B_preview_bf16.safetensors)\n\n14B:\n\nfp8:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1-VACE_module_14B_fp8_e4m3fn.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1-VACE_module_14B_fp8_e4m3fn.safetensors)\n\nbf16:\n\n[https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1-VACE_module_14B_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1-VACE_module_14B_bf16.safetensors)" ], "color": "#432", "bgcolor": "#653" }, { "id": 38, "type": "WanVideoVAELoader", "pos": [ 88.27580261230469, -945.1326293945312 ], "size": [ 315, 82 ], "flags": {}, "order": 7, "mode": 0, "inputs": [], "outputs": [ { "name": "vae", "type": "WANVAE", "slot_index": 0, "links": [ 247 ] } ], "properties": { "Node name for S&R": "WanVideoVAELoader", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72" }, "widgets_values": [ "Wan2_1_VAE_bf16.safetensors", "bf16" ], "color": "#322", "bgcolor": "#533" }, { "id": 224, "type": "WanVideoVACEModelSelect", "pos": [ -427.6123352050781, -1132.3720703125 ], "size": [ 486.3644714355469, 75.51844787597656 ], "flags": {}, "order": 8, "mode": 0, "inputs": [], "outputs": [ { "name": "vace_model", "type": "VACEPATH", "links": [ 392 ] } ], "properties": { "Node name for S&R": "WanVideoVACEModelSelect", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "7d238261361608683ae6627aec6994cb69554ca7" }, "widgets_values": [ "Wan2_1-VACE_module_14B_bf16.safetensors" ] }, { "id": 22, "type": "WanVideoModelLoader", "pos": [ 13.17297649383545, -1483.6741943359375 ], "size": [ 477.4410095214844, 254 ], "flags": {}, "order": 125, "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": 702 }, { "name": "vram_management_args", "shape": 7, "type": "VRAM_MANAGEMENTARGS", "link": null }, { "name": "vace_model", "shape": 7, "type": "VACEPATH", "link": 392 }, { "name": "fantasytalking_model", "shape": 7, "type": "FANTASYTALKINGMODEL", "link": null } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "slot_index": 0, "links": [ 246 ] } ], "properties": { "Node name for S&R": "WanVideoModelLoader", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72" }, "widgets_values": [ "Wan2_1-T2V-14B_fp8_e4m3fn.safetensors", "fp16", "disabled", "offload_device", "sdpa" ], "color": "#223", "bgcolor": "#335" }, { "id": 142, "type": "GetNode", "pos": [ 3648.931884765625, 2089.37890625 ], "size": [ 210, 58 ], "flags": { "collapsed": true }, "order": 9, "mode": 0, "inputs": [], "outputs": [ { "name": "WANVAE", "type": "WANVAE", "links": [] } ], "title": "Get_WanVAE", "properties": {}, "widgets_values": [ "WanVAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 39, "type": "WanVideoBlockSwap", "pos": [ -410.024658203125, -1356.126953125 ], "size": [ 315, 154 ], "flags": {}, "order": 10, "mode": 0, "inputs": [], "outputs": [ { "name": "block_swap_args", "type": "BLOCKSWAPARGS", "slot_index": 0, "links": [] } ], "properties": { "Node name for S&R": "WanVideoBlockSwap", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72" }, "widgets_values": [ 40, true, true, true, 5 ], "color": "#223", "bgcolor": "#335" }, { "id": 11, "type": "LoadWanVideoT5TextEncoder", "pos": [ 209.46575927734375, -781.3983154296875 ], "size": [ 377.1661376953125, 130 ], "flags": {}, "order": 11, "mode": 0, "inputs": [], "outputs": [ { "name": "wan_t5_model", "type": "WANTEXTENCODER", "slot_index": 0, "links": [ 250 ] } ], "properties": { "Node name for S&R": "LoadWanVideoT5TextEncoder", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72" }, "widgets_values": [ "umt5-xxl-enc-fp8_e4m3fn.safetensors", "bf16", "offload_device", "disabled" ], "color": "#432", "bgcolor": "#653" }, { "id": 344, "type": "WanVideoLoraSelect", "pos": [ -384.27178955078125, -709.7550048828125 ], "size": [ 491.48211669921875, 126 ], "flags": {}, "order": 114, "mode": 0, "inputs": [ { "name": "prev_lora", "shape": 7, "type": "WANVIDLORA", "link": 701 }, { "name": "blocks", "shape": 7, "type": "SELECTEDBLOCKS", "link": null } ], "outputs": [ { "name": "lora", "type": "WANVIDLORA", "links": [ 702 ] } ], "properties": { "Node name for S&R": "WanVideoLoraSelect", "cnr_id": "ComfyUI-WanVideoWrapper", "aux_id": "kijai/ComfyUI-WanVideoWrapper", "ver": "5a2383621a05825d0d0437781afcb8552d9590fd", "widget_ue_connectable": {} }, "widgets_values": [ "Wan21_CausVid_14B_T2V_lora_rank32_v2.safetensors", 1.0000000000000002, false ], "color": "#432", "bgcolor": "#653" }, { "id": 252, "type": "WanVideoVACEEncode", "pos": [ 2098.212646484375, -347.8739929199219 ], "size": [ 343.59088134765625, 334 ], "flags": {}, "order": 133, "mode": 0, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 461 }, { "name": "input_frames", "shape": 7, "type": "IMAGE", "link": 780 }, { "name": "ref_images", "shape": 7, "type": "IMAGE", "link": null }, { "name": "input_masks", "shape": 7, "type": "MASK", "link": 781 }, { "name": "prev_vace_embeds", "shape": 7, "type": "WANVIDIMAGE_EMBEDS", "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 900 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 901 }, { "name": "num_frames", "type": "INT", "widget": { "name": "num_frames" }, "link": 942 } ], "outputs": [ { "name": "vace_embeds", "type": "WANVIDIMAGE_EMBEDS", "links": [ 803 ] } ], "properties": { "Node name for S&R": "WanVideoVACEEncode", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72" }, "widgets_values": [ 480, 832, 41, 1.0000000000000002, 0, 1, false ], "color": "#322", "bgcolor": "#533" }, { "id": 166, "type": "GetNode", "pos": [ 3005.521484375, -405.94024658203125 ], "size": [ 210, 58 ], "flags": { "collapsed": true }, "order": 12, "mode": 0, "inputs": [], "outputs": [ { "name": "WANVAE", "type": "WANVAE", "links": [ 297 ] } ], "title": "Get_WanVAE", "properties": {}, "widgets_values": [ "WanVAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 172, "type": "WanVideoSampler", "pos": [ 2602.105224609375, -550.9932250976562 ], "size": [ 312.8956298828125, 864.8956298828125 ], "flags": {}, "order": 134, "mode": 0, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 302 }, { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "link": 916 }, { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "link": 803 }, { "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": "teacache_args", "shape": 7, "type": "TEACACHEARGS", "link": 918 }, { "name": "flowedit_args", "shape": 7, "type": "FLOWEDITARGS", "link": null }, { "name": "slg_args", "shape": 7, "type": "SLGARGS", "link": 917 }, { "name": "loop_args", "shape": 7, "type": "LOOPARGS", "link": null }, { "name": "experimental_args", "shape": 7, "type": "EXPERIMENTALARGS", "link": 919 }, { "name": "sigmas", "shape": 7, "type": "SIGMAS", "link": null }, { "name": "unianimate_poses", "shape": 7, "type": "UNIANIMATE_POSE", "link": null }, { "name": "fantasytalking_embeds", "shape": 7, "type": "FANTASYTALKING_EMBEDS", "link": null }, { "name": "uni3c_embeds", "shape": 7, "type": "UNI3C_EMBEDS", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 945 } ], "outputs": [ { "name": "samples", "type": "LATENT", "links": [ 298 ] } ], "properties": { "Node name for S&R": "WanVideoSampler", "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "2d2a184723dae88388e130659f51c36fcadeaba8" }, "widgets_values": [ 8, 1.0000000000000002, 10.000000000000002, 743345172021625, "randomize", true, "euler", 0, 1, false, "comfy" ] }, { "id": 125, "type": "SetNode", "pos": [ 630.6209106445312, -784.6860961914062 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 112, "mode": 0, "inputs": [ { "name": "WANTEXTENCODER", "type": "WANTEXTENCODER", "link": 250 } ], "outputs": [ { "name": "*", "type": "*", "links": null } ], "title": "Set_WanTextEncoder", "properties": { "previousName": "WanTextEncoder" }, "widgets_values": [ "WanTextEncoder" ], "color": "#432", "bgcolor": "#653" }, { "id": 121, "type": "SetNode", "pos": [ 561.70068359375, -1434.99658203125 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 128, "mode": 0, "inputs": [ { "name": "WANVIDEOMODEL", "type": "WANVIDEOMODEL", "link": 246 } ], "outputs": [ { "name": "*", "type": "*", "links": null } ], "title": "Set_WanModel", "properties": { "previousName": "WanModel" }, "widgets_values": [ "WanModel" ], "color": "#223", "bgcolor": "#335" }, { "id": 386, "type": "GetNode", "pos": [ 1287.5177001953125, -315.4119873046875 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 13, "mode": 0, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 811 ] } ], "title": "Get_ContextFrames", "properties": {}, "widgets_values": [ "ContextFrames" ], "color": "#1b4669", "bgcolor": "#29699c" }, { "id": 389, "type": "GetNode", "pos": [ 3007.693359375, -1518.08447265625 ], "size": [ 210, 34 ], "flags": { "collapsed": true }, "order": 14, "mode": 0, "inputs": [], "outputs": [ { "name": "WANVAE", "type": "WANVAE", "links": [ 817 ] } ], "title": "Get_WanVAE", "properties": {}, "widgets_values": [ "WanVAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 392, "type": "WanVideoSampler", "pos": [ 2604.27734375, -1663.1370849609375 ], "size": [ 312.8956298828125, 864.8956298828125 ], "flags": {}, "order": 129, "mode": 0, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 820 }, { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "link": 912 }, { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "link": 821 }, { "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": "teacache_args", "shape": 7, "type": "TEACACHEARGS", "link": 914 }, { "name": "flowedit_args", "shape": 7, "type": "FLOWEDITARGS", "link": null }, { "name": "slg_args", "shape": 7, "type": "SLGARGS", "link": 913 }, { "name": "loop_args", "shape": 7, "type": "LOOPARGS", "link": null }, { "name": "experimental_args", "shape": 7, "type": "EXPERIMENTALARGS", "link": 915 }, { "name": "sigmas", "shape": 7, "type": "SIGMAS", "link": null }, { "name": "unianimate_poses", "shape": 7, "type": "UNIANIMATE_POSE", "link": null }, { "name": 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1939.8878173828125, -1022.8223876953125 ], "size": [ 210, 34 ], "flags": { "collapsed": true }, "order": 16, "mode": 0, "inputs": [], "outputs": [ { "name": "WANVIDEOMODEL", "type": "WANVIDEOMODEL", "links": [ 820 ] } ], "title": "Get_WanModel", "properties": {}, "widgets_values": [ "WanModel" ], "color": "#223", "bgcolor": "#335" }, { "id": 391, "type": "VHS_VideoCombine", "pos": [ 3391.934326171875, -1495.2274169921875 ], "size": [ 219.3603515625, 427.8335266113281 ], "flags": {}, "order": 131, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 819 }, { "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": { "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 8, "loop_count": 0, "filename_prefix": "AnimateDiff", "format": "video/h264-mp4", "pix_fmt": "yuv420p", "crf": 19, "save_metadata": true, "pingpong": false, "save_output": true, "videopreview": { "hidden": false, "paused": false, "params": { "filename": "AnimateDiff_02163.mp4", "subfolder": "", "type": "output", "format": "video/h264-mp4", "frame_rate": 8 }, "muted": false } } }, { "id": 337, "type": "VHS_VideoCombine", "pos": [ 3389.76220703125, -174.59616088867188 ], "size": [ 219.3603515625, 427.8335266113281 ], "flags": {}, "order": 136, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 694 }, { "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": { "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 8, "loop_count": 0, 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