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| "title": "Get_WanVAE", |
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| "WanVAE" |
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| "color": "#322", |
| "bgcolor": "#533" |
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| { |
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| 210, |
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| "inputs": [], |
| "outputs": [ |
| { |
| "name": "WANTEXTENCODER", |
| "type": "WANTEXTENCODER", |
| "links": [ |
| 299 |
| ] |
| } |
| ], |
| "title": "Get_WanTextEncoder", |
| "properties": {}, |
| "widgets_values": [ |
| "WanTextEncoder" |
| ], |
| "color": "#432", |
| "bgcolor": "#653" |
| }, |
| { |
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| 210, |
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| "mode": 0, |
| "inputs": [], |
| "outputs": [ |
| { |
| "name": "WANVIDEOMODEL", |
| "type": "WANVIDEOMODEL", |
| "links": [ |
| 300 |
| ] |
| } |
| ], |
| "title": "Get_WanModel", |
| "properties": {}, |
| "widgets_values": [ |
| "WanModel" |
| ], |
| "color": "#223", |
| "bgcolor": "#335" |
| }, |
| { |
| "id": 152, |
| "type": "GetNode", |
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| "size": [ |
| 210, |
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| "flags": { |
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| "order": 13, |
| "mode": 0, |
| "inputs": [], |
| "outputs": [ |
| { |
| "name": "WANVIDEOMODEL", |
| "type": "WANVIDEOMODEL", |
| "links": [ |
| 302 |
| ] |
| } |
| ], |
| "title": "Get_WanModel", |
| "properties": {}, |
| "widgets_values": [ |
| "WanModel" |
| ], |
| "color": "#223", |
| "bgcolor": "#335" |
| }, |
| { |
| "id": 155, |
| "type": "EmptyImage", |
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| { |
| "name": "height", |
| "type": "INT", |
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| "name": "height" |
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| } |
| ], |
| "outputs": [ |
| { |
| "name": "IMAGE", |
| "type": "IMAGE", |
| "links": [ |
| 287 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfy-core", |
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| "Node name for S&R": "EmptyImage" |
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| 8, |
| 512, |
| 1, |
| 0 |
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| { |
| "id": 158, |
| "type": "ImageConcatMulti", |
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| 1280.7337646484375 |
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| "size": [ |
| 315, |
| 170 |
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| "flags": {}, |
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| "mode": 0, |
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| { |
| "name": "image_1", |
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| { |
| "name": "image_2", |
| "type": "IMAGE", |
| "link": 287 |
| }, |
| { |
| "name": "image_3", |
| "type": "IMAGE", |
| "link": 288 |
| } |
| ], |
| "outputs": [ |
| { |
| "name": "images", |
| "type": "IMAGE", |
| "links": [ |
| 296 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-kjnodes", |
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| 3, |
| "left", |
| true, |
| null |
| ] |
| }, |
| { |
| "id": 159, |
| "type": "GetImageSizeAndCount", |
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| "size": [ |
| 277.20001220703125, |
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| "flags": {}, |
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| "mode": 0, |
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| { |
| "name": "image", |
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| ], |
| "outputs": [ |
| { |
| "name": "image", |
| "type": "IMAGE", |
| "links": [ |
| 286 |
| ] |
| }, |
| { |
| "label": "512 width", |
| "name": "width", |
| "type": "INT", |
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| }, |
| { |
| "label": "512 height", |
| "name": "height", |
| "type": "INT", |
| "links": [ |
| 283 |
| ] |
| }, |
| { |
| "label": "53 count", |
| "name": "count", |
| "type": "INT", |
| "links": null |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-kjnodes", |
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| { |
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| { |
| "name": "image_1", |
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| }, |
| { |
| "name": "image_2", |
| "type": "IMAGE", |
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| "outputs": [ |
| { |
| "name": "images", |
| "type": "IMAGE", |
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| 288 |
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| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-kjnodes", |
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| { |
| "name": "WANVAE", |
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| 297 |
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| } |
| ], |
| "title": "Get_WanVAE", |
| "properties": {}, |
| "widgets_values": [ |
| "WanVAE" |
| ], |
| "color": "#322", |
| "bgcolor": "#533" |
| }, |
| { |
| "id": 167, |
| "type": "WanVideoDecode", |
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| "size": [ |
| 315, |
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| "flags": {}, |
| "order": 100, |
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| "inputs": [ |
| { |
| "name": "vae", |
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| }, |
| { |
| "name": "samples", |
| "type": "LATENT", |
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| "outputs": [ |
| { |
| "name": "images", |
| "type": "IMAGE", |
| "links": [ |
| 289 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "ComfyUI-WanVideoWrapper", |
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| false, |
| 272, |
| 272, |
| 144, |
| 128 |
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| { |
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| "flags": {}, |
| "order": 15, |
| "mode": 0, |
| "inputs": [], |
| "outputs": [ |
| { |
| "name": "da_v2_model", |
| "type": "DAMODEL", |
| "links": [ |
| 308 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-depthanythingv2", |
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| "Node name for S&R": "DownloadAndLoadDepthAnythingV2Model" |
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| "widgets_values": [ |
| "depth_anything_v2_vitl_fp16.safetensors" |
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| }, |
| { |
| "id": 153, |
| "type": "GetNode", |
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| "size": [ |
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| 60.23356246948242 |
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| "mode": 0, |
| "inputs": [], |
| "outputs": [ |
| { |
| "name": "IMAGE", |
| "type": "IMAGE", |
| "links": [ |
| 319 |
| ] |
| } |
| ], |
| "title": "Get_reference_image", |
| "properties": {}, |
| "widgets_values": [ |
| "reference_image" |
| ], |
| "color": "#2a363b", |
| "bgcolor": "#3f5159" |
| }, |
| { |
| "id": 156, |
| "type": "AddLabel", |
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| 1072.9078369140625 |
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| "size": [ |
| 315, |
| 274 |
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| "flags": { |
| "collapsed": true |
| }, |
| "order": 53, |
| "mode": 0, |
| "inputs": [ |
| { |
| "name": "image", |
| "type": "IMAGE", |
| "link": 319 |
| }, |
| { |
| "name": "caption", |
| "shape": 7, |
| "type": "STRING", |
| "link": null |
| } |
| ], |
| "outputs": [ |
| { |
| "name": "IMAGE", |
| "type": "IMAGE", |
| "links": [ |
| 290 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-kjnodes", |
| "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028", |
| "Node name for S&R": "AddLabel" |
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| "widgets_values": [ |
| 10, |
| 2, |
| 48, |
| 32, |
| "white", |
| "black", |
| "FreeMono.ttf", |
| "reference image", |
| "up" |
| ] |
| }, |
| { |
| "id": 145, |
| "type": "GetImageSizeAndCount", |
| "pos": [ |
| 1565.1539306640625, |
| 1551.8563232421875 |
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| "size": [ |
| 277.20001220703125, |
| 86 |
| ], |
| "flags": {}, |
| "order": 89, |
| "mode": 0, |
| "inputs": [ |
| { |
| "name": "image", |
| "type": "IMAGE", |
| "link": 418 |
| } |
| ], |
| "outputs": [ |
| { |
| "name": "image", |
| "type": "IMAGE", |
| "links": [ |
| 322 |
| ] |
| }, |
| { |
| "label": "512 width", |
| "name": "width", |
| "type": "INT", |
| "links": [ |
| 281 |
| ] |
| }, |
| { |
| "label": "512 height", |
| "name": "height", |
| "type": "INT", |
| "links": [ |
| 282 |
| ] |
| }, |
| { |
| "label": "53 count", |
| "name": "count", |
| "type": "INT", |
| "links": [ |
| 280 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-kjnodes", |
| "ver": "2aa4da0f587f68c1c255b0152ed8f5c334ebe4b4", |
| "Node name for S&R": "GetImageSizeAndCount" |
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| "widgets_values": [] |
| }, |
| { |
| "id": 154, |
| "type": "GetNode", |
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| "size": [ |
| 210, |
| 58 |
| ], |
| "flags": { |
| "collapsed": true |
| }, |
| "order": 17, |
| "mode": 0, |
| "inputs": [], |
| "outputs": [ |
| { |
| "name": "IMAGE", |
| "type": "IMAGE", |
| "links": [ |
| 285 |
| ] |
| } |
| ], |
| "title": "Get_control_video", |
| "properties": {}, |
| "widgets_values": [ |
| "control_video" |
| ], |
| "color": "#2a363b", |
| "bgcolor": "#3f5159" |
| }, |
| { |
| "id": 157, |
| "type": "AddLabel", |
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| 1240.7337646484375 |
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| "size": [ |
| 315, |
| 274 |
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| "flags": { |
| "collapsed": true |
| }, |
| "order": 54, |
| "mode": 0, |
| "inputs": [ |
| { |
| "name": "image", |
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| "link": 285 |
| }, |
| { |
| "name": "caption", |
| "shape": 7, |
| "type": "STRING", |
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| } |
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| "outputs": [ |
| { |
| "name": "IMAGE", |
| "type": "IMAGE", |
| "links": [ |
| 291 |
| ] |
| } |
| ], |
| "properties": { |
| "cnr_id": "comfyui-kjnodes", |
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| 48, |
| 32, |
| "white", |
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| "control_video", |
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| }, |
| { |
| "id": 168, |
| "type": "WanVideoTextEncode", |
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| { |
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| }, |
| { |
| "name": "model_to_offload", |
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| "type": "WANVIDEOMODEL", |
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| } |
| ], |
| "outputs": [ |
| { |
| "name": "text_embeds", |
| "type": "WANVIDEOTEXTEMBEDS", |
| "slot_index": 0, |
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| 303 |
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| } |
| ], |
| "properties": { |
| "cnr_id": "ComfyUI-WanVideoWrapper", |
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| { |
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| "outputs": [ |
| { |
| "name": "*", |
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| } |
| ], |
| "title": "Set_WanModel", |
| "properties": { |
| "previousName": "WanModel" |
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| "widgets_values": [ |
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| { |
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| { |
| "name": "block_swap_args", |
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| "links": [] |
| } |
| ], |
| "properties": { |
| "cnr_id": "ComfyUI-WanVideoWrapper", |
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| { |
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| { |
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| } |
| ], |
| "properties": { |
| "cnr_id": "ComfyUI-WanVideoWrapper", |
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| { |
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| 335 |
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| "properties": { |
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| "inputs": [], |
| "outputs": [ |
| { |
| "name": "WANVAE", |
| "type": "WANVAE", |
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| 361 |
| ] |
| } |
| ], |
| "title": "Get_WanVAE", |
| "properties": {}, |
| "widgets_values": [ |
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| { |
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| "type": "GetNode", |
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| "inputs": [], |
| "outputs": [ |
| { |
| "name": "WANTEXTENCODER", |
| "type": "WANTEXTENCODER", |
| "links": [ |
| 367 |
| ] |
| } |
| ], |
| "title": "Get_WanTextEncoder", |
| "properties": {}, |
| "widgets_values": [ |
| "WanTextEncoder" |
| ], |
| "color": "#432", |
| "bgcolor": "#653" |
| }, |
| { |
| "id": 189, |
| "type": "GetNode", |
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| }, |
| "order": 23, |
| "mode": 2, |
| "inputs": [], |
| "outputs": [ |
| { |
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| "If you have Triton installed, connect this for ~30% speed increase" |
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| "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" |
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| "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)" |
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| "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" |
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| "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)" |
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