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true }, "order": 73, "mode": 2, "inputs": [ { "name": "IMAGE", "type": "IMAGE", "link": 385 } ], "outputs": [ { "name": "*", "type": "*", "links": null } ], "title": "Set_InputVideo", "properties": { "previousName": "InputVideo" }, "widgets_values": [ "InputVideo" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 201, "type": "GetNode", "pos": [ 6169.83837890625, -854.2909545898438 ], "size": [ 210, 58 ], "flags": { "collapsed": true }, "order": 27, "mode": 2, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 354 ] } ], "title": "Get_InputVideo", "properties": {}, "widgets_values": [ "InputVideo" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 188, "type": "WanVideoExperimentalArgs", "pos": [ 5351.09228515625, -113.60554504394531 ], "size": [ 327.5999755859375, 226 ], "flags": {}, "order": 28, "mode": 2, "inputs": [], "outputs": [ { "name": "exp_args", "type": "EXPERIMENTALARGS", "links": [ 352 ] } ], "properties": { "cnr_id": 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"link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 384 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "d57154c3a808b8a3f232ed293eaa2d000867c884", "Node name for S&R": "GetImageRangeFromBatch" }, "widgets_values": [ 0, 1 ] }, { "id": 209, "type": "WanVideoVACEEncode", "pos": [ 5353.52392578125, -702.5205078125 ], "size": [ 343.59088134765625, 334 ], "flags": {}, "order": 79, "mode": 2, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 361 }, { "name": "input_frames", "shape": 7, "type": "IMAGE", "link": 362 }, { "name": "ref_images", "shape": 7, "type": "IMAGE", "link": null }, { "name": "input_masks", "shape": 7, "type": "MASK", "link": 390 }, { "name": "prev_vace_embeds", "shape": 7, "type": "WANVIDIMAGE_EMBEDS", "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 365 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 366 }, { 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null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 386 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028", "Node name for S&R": "AddLabel" }, "widgets_values": [ 10, 2, 48, 32, "white", "black", "FreeMono.ttf", "input", "up" ] }, { "id": 197, "type": "WanVideoSampler", "pos": [ 5741.90283203125, -784.2314453125 ], "size": [ 312.8956298828125, 864.8956298828125 ], "flags": {}, "order": 85, "mode": 2, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 347 }, { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "link": 348 }, { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "link": 349 }, { "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": 350 }, { "name": "flowedit_args", "shape": 7, "type": "FLOWEDITARGS", "link": null }, { "name": "slg_args", "shape": 7, "type": "SLGARGS", "link": 351 }, { "name": "loop_args", "shape": 7, "type": "LOOPARGS", "link": null }, { "name": "experimental_args", "shape": 7, "type": "EXPERIMENTALARGS", "link": 352 }, { "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 } ], "outputs": [ { "name": "samples", "type": "LATENT", "links": [ 346 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "2d2a184723dae88388e130659f51c36fcadeaba8", "Node name for S&R": "WanVideoSampler" }, "widgets_values": [ 20, 4.000000000000001, 8.000000000000002, 18, "fixed", true, "unipc", 0, 1, false, "comfy", "" ] }, { "id": 70, "type": "WanVideoSampler", "pos": [ 2007.3997802734375, -790.17333984375 ], "size": [ 312.8956298828125, 864.8956298828125 ], "flags": {}, "order": 96, "mode": 2, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 255 }, { "name": "text_embeds", "type": "WANVIDEOTEXTEMBEDS", "link": 87 }, { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "link": 92 }, { "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": 335 }, { "name": "flowedit_args", "shape": 7, "type": "FLOWEDITARGS", "link": null }, { "name": "slg_args", "shape": 7, "type": "SLGARGS", "link": 254 }, { "name": "loop_args", "shape": 7, "type": "LOOPARGS", "link": null }, { "name": "experimental_args", "shape": 7, "type": "EXPERIMENTALARGS", "link": 253 }, { "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 } ], "outputs": [ { "name": "samples", "type": "LATENT", "links": [ 271 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "2d2a184723dae88388e130659f51c36fcadeaba8", "Node name for S&R": "WanVideoSampler" }, "widgets_values": [ 20, 4.000000000000001, 8.000000000000002, 18, "fixed", true, "unipc", 0, 1, false, "comfy", "" ] }, { "id": 44, "type": "Note", "pos": [ -1573.561767578125, -1121.2218017578125 ], "size": [ 303.0501403808594, 88 ], "flags": {}, "order": 30, "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": [ -1569.8389892578125, -901.3384399414062 ], "size": [ 325.3857421875, 177.342529296875 ], "flags": {}, "order": 31, "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": [ -606.8529663085938, -673.1156005859375 ], "size": [ 344.17034912109375, 107.31356811523438 ], "flags": {}, "order": 32, "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": [ -750.4815063476562, -1047.1776123046875 ], "size": [ 368.480712890625, 147.49659729003906 ], "flags": {}, "order": 33, "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": 22, "type": "WanVideoModelLoader", "pos": [ -1144.8314208984375, -807.3967895507812 ], "size": [ 477.4410095214844, 254 ], "flags": {}, "order": 57, "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": 392 }, { "name": "fantasytalking_model", "shape": 7, "type": "FANTASYTALKINGMODEL", "link": null } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "slot_index": 0, "links": [ 246 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72", "Node name for S&R": "WanVideoModelLoader" }, "widgets_values": [ "WanVideo\\wan2.1_t2v_1.3B_fp16.safetensors", "fp16", "disabled", "offload_device", "sdpa" ], "color": "#223", "bgcolor": "#335" }, { "id": 36, "type": "Note", "pos": [ -1005.59130859375, -507.6167297363281 ], "size": [ 374.3061828613281, 171.9547576904297 ], "flags": {}, "order": 34, "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": 225, "type": "MarkdownNote", "pos": [ -1619.8641357421875, -327.2918395996094 ], "size": [ 536.0852661132812, 204.4370574951172 ], "flags": {}, "order": 35, "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": 224, "type": 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