{ "id": "c6e410bc-5e2c-460b-ae81-c91b6094fbb1", "revision": 0, "last_node_id": 225, "last_link_id": 391, "nodes": [ { "id": 35, "type": "WanVideoTorchCompileSettings", "pos": [ -1198.0283203125, -1069.8497314453125 ], "size": [ 390.5999755859375, 202 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [ { "name": "torch_compile_args", "type": "WANCOMPILEARGS", "slot_index": 0, "links": [] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72", "Node name for S&R": "WanVideoTorchCompileSettings" }, "widgets_values": [ "inductor", false, "default", false, 64, true, 128 ] }, { "id": 120, "type": "MarkdownNote", "pos": [ -778.02880859375, -989.8495483398438 ], "size": [ 368.480712890625, 147.49659729003906 ], "flags": {}, "order": 1, "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": [ -1048.02880859375, -509.85028076171875 ], "size": [ 374.3061828613281, 171.9547576904297 ], "flags": {}, "order": 2, "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": 38, "type": "WanVideoVAELoader", "pos": [ -1069.728515625, -268.8551330566406 ], "size": [ 315, 82 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [ { 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"title": "Get_WanVAE", "properties": {}, "widgets_values": [ "WanVAE" ], "color": "#322", "bgcolor": "#533" }, { "id": 11, "type": "LoadWanVideoT5TextEncoder", "pos": [ -1058.63818359375, -98.91276550292969 ], "size": [ 377.1661376953125, 130 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [ { "name": "wan_t5_model", "type": "WANTEXTENCODER", "slot_index": 0, "links": [ 250 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72", "Node name for S&R": "LoadWanVideoT5TextEncoder" }, "widgets_values": [ "umt5-xxl-enc-bf16.safetensors", "bf16", "offload_device", "disabled" ], "color": "#432", "bgcolor": "#653" }, { "id": 125, "type": "SetNode", "pos": [ -658.50341796875, -103.89311218261719 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 48, "mode": 0, "inputs": [ { "name": "WANTEXTENCODER", "type": "WANTEXTENCODER", "link": 250 } ], "outputs": [ { "name": "*", "type": "*", "links": null } ], "title": 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"2d2a184723dae88388e130659f51c36fcadeaba8", "Node name for S&R": "WanVideoSampler" }, "widgets_values": [ 20, 4.000000000000001, 8.000000000000002, 18, "fixed", true, "unipc", 0, 1, false, "comfy" ] }, { "id": 22, "type": "WanVideoModelLoader", "pos": [ -1118.0286865234375, -779.849365234375 ], "size": [ 477.4410095214844, 234 ], "flags": {}, "order": 41, "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": [ 246 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72", "Node name for S&R": "WanVideoModelLoader" }, "widgets_values": [ "WanVideo\\vace_preview_fp32.safetensors", "bf16", "disabled", "offload_device", "sdpa" ], "color": "#223", "bgcolor": "#335" }, { "id": 225, "type": "MarkdownNote", "pos": [ -1579.6597900390625, -326.5478820800781 ], "size": [ 354.42205810546875, 104.6712646484375 ], "flags": {}, "order": 42, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "You can also use the VACE as separate module with any normal 1.3B model (not Fun models):\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)" ], "color": "#432", "bgcolor": "#653" }, { "id": 224, "type": "WanVideoVACEModelSelect", "pos": [ -1590.0838623046875, -168.70957946777344 ], "size": [ 491.5760803222656, 112 ], "flags": {}, "order": 43, "mode": 0, "inputs": [], "outputs": [ { "name": "vace_model", "type": "VACEPATH", "links": [] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "7d238261361608683ae6627aec6994cb69554ca7", "Node name for S&R": "WanVideoVACEModelSelect" }, "widgets_values": [ "WanVideo\\Wan2_1_VACE_1_3B_preview_bf16.safetensors", "0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28" ] }, { "id": 44, "type": "Note", "pos": [ -1573.561767578125, -1121.2218017578125 ], "size": [ 303.0501403808594, 88 ], "flags": {}, "order": 44, "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": 45, "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": 46, "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" } ], "links": [ [ 87, 16, 0, 70, 1, "WANVIDEOTEXTEMBEDS" ], [ 92, 56, 0, 70, 2, "WANVIDIMAGE_EMBEDS" ], [ 117, 64, 0, 74, 0, "IMAGE" ], [ 193, 104, 3, 56, 4, "INT" ], [ 211, 111, 1, 56, 3, "MASK" ], [ 215, 111, 1, 114, 0, "MASK" ], [ 216, 112, 0, 115, 0, "IMAGE" ], [ 219, 111, 0, 104, 0, "IMAGE" ], [ 220, 104, 0, 113, 0, "IMAGE" ], [ 224, 104, 1, 56, 5, "INT" ], [ 225, 104, 2, 56, 6, "INT" ], [ 227, 74, 0, 56, 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