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"outputs": [], "properties": {}, "widgets_values": [ "**Total Steps:** Overall generation quality. `8-12` is good. (This is due to lightx lora)\n\nDefault Total Step = 10" ], "color": "#432", "bgcolor": "#653" }, { "id": 142, "type": "WanVideoEmptyEmbeds", "pos": [ 1903.537841796875, 256.8129577636719 ], "size": [ 272.431640625, 126 ], "flags": {}, "order": 40, "mode": 0, "inputs": [ { "name": "control_embeds", "shape": 7, "type": "WANVIDIMAGE_EMBEDS", "link": null }, { "name": "extra_latents", "shape": 7, "type": "LATENT", "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 332 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 333 }, { "name": "num_frames", "type": "INT", "widget": { "name": "num_frames" }, "link": 330 } ], "outputs": [ { "name": "image_embeds", "type": "WANVIDIMAGE_EMBEDS", "links": [ 267, 268 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "01e452c0d182b9bfe51def1e7c924f7222fb7194", "Node name for S&R": "WanVideoEmptyEmbeds" }, "widgets_values": [ 480, 480, 81 ] }, { "id": 169, "type": "Reroute", "pos": [ 1612.1729736328125, 365.81781005859375 ], "size": [ 75, 26 ], "flags": {}, "order": 34, "mode": 0, "inputs": [ { "name": "from", "type": 0, "link": 329 } ], "outputs": [ { "name": "", "type": "IMAGE", "links": [ 237 ] } ], "properties": { "showOutputText": false, "horizontal": false } }, { "id": 125, "type": "WanVideoEncode", "pos": [ 1568.300537109375, 235.65895080566406 ], "size": [ 315, 242 ], "flags": {}, "order": 38, "mode": 0, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 315 }, { "name": "image", "type": "IMAGE", "link": 265 }, { "name": "mask", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "samples", "type": "LATENT", "links": [ 252 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "c0a4e8aa87b380acd3fede86e50d57af48ce7964", "Node name for S&R": "WanVideoEncode", "aux_id": "kijai/ComfyUI-WanVideoWrapper" }, "widgets_values": [ false, 272, 272, 144, 128, 0, 1 ] }, { "id": 193, "type": "Label (rgthree)", "pos": [ 111.1708755493164, -97.33382415771484 ], "size": [ 353.2978515625, 34 ], "flags": { "allow_interaction": true }, "order": 9, "mode": 0, "inputs": [], "outputs": [], "title": "LOAD YOUR MODELS", "properties": { "fontSize": 34, "fontFamily": "Arial", "fontColor": "#ffffff", "textAlign": "left", "backgroundColor": "transparent", "padding": 0, "borderRadius": 0 }, "color": "#fff0", "bgcolor": "#fff0" }, { "id": 171, "type": "MarkdownNote", "pos": [ 39.01714324951172, -24.978273391723633 ], "size": [ 533.1241455078125, 152.41615295410156 ], "flags": {}, "order": 10, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "# 1. Loaders\nThis section loads all the necessary components:\n- **Input Video:** Your source footage.\n- **High/Low Noise Models:** The two UNets for the 2-pass process.\n- **VAE:** Decodes the final latent image back into pixels.\n- **GGUF CLIP:** The text encoder for understanding your prompt." ], "color": "#432", "bgcolor": "#653" }, { "id": 192, "type": "Label (rgthree)", "pos": [ 1626.08544921875, -114.77000427246094 ], "size": [ 408.06640625, 34 ], "flags": { "allow_interaction": true }, "order": 11, "mode": 0, "inputs": [], "outputs": [], "title": "PROCESS YOUR INPUTS", "properties": { "fontSize": 34, "fontFamily": "Arial", "fontColor": "#ffffff", "textAlign": "left", "backgroundColor": "transparent", "padding": 0, "borderRadius": 0 }, "color": "#fff0", "bgcolor": "#fff0" }, { "id": 194, "type": "Label (rgthree)", "pos": [ 2933.014404296875, -105.32361602783203 ], "size": [ 184.509765625, 34 ], "flags": { "allow_interaction": true }, "order": 12, "mode": 0, "inputs": [], "outputs": [], "title": "GENERATE", "properties": { "fontSize": 34, "fontFamily": "Arial", "fontColor": "#ffffff", "textAlign": "left", "backgroundColor": "transparent", "padding": 0, "borderRadius": 0 }, "color": "#fff0", "bgcolor": "#fff0" }, { "id": 177, "type": "MarkdownNote", "pos": [ 2790.15966796875, -27.524017333984375 ], "size": [ 533.1241455078125, 152.41615295410156 ], "flags": {}, "order": 13, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "# 3. Generation / Sampling\nThe core of the process. The first sampler runs for the initial steps (`start_step` to `split_step`), and the second sampler takes over to finish the generation." ], "color": "#432", "bgcolor": "#653" }, { "id": 128, "type": "ImageConcatMulti", "pos": [ 739.5115356445312, 1369.812744140625 ], "size": [ 210, 150 ], "flags": {}, "order": 42, "mode": 0, "inputs": [ { "name": "image_1", "type": "IMAGE", "link": 312 }, { "name": "image_2", "shape": 7, "type": "IMAGE", "link": 234 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 317 ] } ], "title": "Compare Original vs New", "properties": { "aux_id": "kijai/comfyui-kjnodes", "ver": "37a0973b474307b2883cfb49e720f2754106d98d" }, "widgets_values": [ 2, "right", true, "" ] }, { "id": 183, "type": "INTConstant", "pos": [ 981.525390625, 1840.6507568359375 ], "size": [ 371.5697326660156, 58 ], "flags": {}, "order": 14, "mode": 0, "inputs": [], "outputs": [ { "name": "value", "type": "INT", "links": [ 327, 335 ] } ], "title": "Split Step", "properties": { "aux_id": "kijai/comfyui-kjnodes", "ver": "a6b867b63a29ca48ddb15c589e17a9f2d8530d57", "Node name for S&R": "INTConstant", "cnr_id": "comfyui-kjnodes" }, "widgets_values": [ 7 ], "color": "#1b4669", "bgcolor": "#29699c" }, { "id": 137, "type": "WanVideoSetLoRAs", "pos": [ 2724.431640625, 422.91387939453125 ], "size": [ 222, 46 ], "flags": {}, "order": 37, "mode": 0, "inputs": [ { "name": "model", "type": "WANVIDEOMODEL", "link": 296 }, { "name": "lora", "shape": 7, "type": "WANVIDLORA", "link": 338 } ], "outputs": [ { "name": "model", "type": "WANVIDEOMODEL", "links": [ 259 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e", "Node name for S&R": "WanVideoSetLoRAs", "aux_id": "kijai/ComfyUI-WanVideoWrapper" }, "widgets_values": [], "color": "#223", "bgcolor": "#335" }, { "id": 172, "type": "MarkdownNote", "pos": [ 1570.679931640625, -31.9262638092041 ], "size": [ 533.1241455078125, 152.41615295410156 ], "flags": {}, "order": 15, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "# 2. Pre-Processing\nHere, the input video is resized to the target resolution and then encoded into the latent space. This latent image is what the samplers will modify based on your prompt." ], "color": "#432", "bgcolor": "#653" }, { "id": 139, "type": "WanVideoLoraSelect", "pos": [ 621.0147705078125, 222.99891662597656 ], "size": [ 280, 150 ], "flags": {}, "order": 16, "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": [ 338 ] } ], "title": "LoRA (Pass 1)", "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e", "Node name for S&R": "WanVideoLoraSelect", "aux_id": "kijai/ComfyUI-WanVideoWrapper" }, "widgets_values": [ "lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank256_bf16.safetensors", 3.0000000000000004, false, false ], "color": "#223", "bgcolor": "#335" }, { "id": 140, "type": "WanVideoLoraSelect", "pos": [ 922.4518432617188, 217.72596740722656 ], "size": [ 280, 150 ], 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"name": "vae", "type": "WANVAE", "link": 346 }, { "name": "samples", "type": "LATENT", "link": 345 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 344 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "5bacc500882c8ae196370e37b27aa2191fdb6445", "Node name for S&R": "WanVideoDecode" }, "widgets_values": [ true, 272, 272, 144, 128, "default" ], "color": "#223", "bgcolor": "#335" }, { "id": 197, "type": "MarkdownNote", "pos": [ 24.946821212768555, 1424.3812255859375 ], "size": [ 483.7862243652344, 580.3092041015625 ], "flags": {}, "order": 27, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links For This Workflow", "properties": {}, "widgets_values": [ " [Tutorial](https://docs.comfy.org/tutorials/video/wan/wan2_2) | [教程](https://docs.comfy.org/zh-CN/tutorials/video/wan/wan2_2)\n\n**Diffusion Model**\n\n* [Wan2.2-T2V-A14B-HighNoise-Q4\\_K\\_M.gguf](https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF/resolve/main/HighNoise/Wan2.2-T2V-A14B-HighNoise-Q4_K_M.gguf)\n* [Wan2.2-T2V-A14B-LowNoise-Q4\\_K\\_M.gguf](https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF/resolve/main/LowNoise/Wan2.2-T2V-A14B-LowNoise-Q4_K_M.gguf)\n\n**VAE**\n\n* [wan\\_2.1\\_vae.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors)\n\n* [tawe2_1.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/taew2_1.safetensors)\n\n**Text Encoder**\n\n* [umt5-xxl-encoder-Q4\\_K\\_M.gguf](https://huggingface.co/city96/umt5-xxl-encoder-gguf/resolve/main/umt5-xxl-encoder-Q4_K_M.gguf)\n\n**LoRAs**\n\n[lightx2v\\_T2V\\_14B\\_cfg\\_step\\_distill\\_v2\\_lora\\_rank256\\_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Lightx2v/lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank256_bf16.safetensors)\n\n# [WAN 2.2 PROMPT ENHANCER](https://prompter--thaakeno.on.websim.com/)\n\nUse this big-ass prompt enhancer to get the most out of your WAN 2.2 models.\n\n---\n# [thaakeno's ComfyUI Workflows](https://huggingface.co/thaakeno46/ComfyUI-Workflows)\n\n\nFind more WAN 2.2 Workflows here.\n\n### File save location\n\n```plaintext\nComfyUI/\n├───📂 models/\n│ ├───📂 unet/\n│ │ ├─── Wan2.2-T2V-A14B-HighNoise-Q4_K_M.gguf\n│ │ └─── Wan2.2-T2V-A14B-LowNoise-Q4_K_M.gguf\n│ ├───📂 clip/\n│ │ └─── umt5-xxl-encoder-Q4_K_M.gguf \n│ ├───📂 vae/\n│ │ └─── wan_2.1_vae.safetensors\n│ ├───📂 vae_approx/\n│ │ └─── taew2_1.safetensors\n│ └───📂 loras/\n│ └─── lightx2v_T2V_14B_cfg_step..." ], "color": "#432", "bgcolor": "#653" }, { "id": 126, "type": "WanVideoDecode", "pos": [ 2200.615234375, 231.06106567382812 ], "size": [ 315, 198 ], "flags": {}, "order": 44, "mode": 0, "inputs": [ { "name": "vae", "type": "WANVAE", "link": 316 }, { "name": "samples", "type": "LATENT", "link": 261 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 234, 348 ] } ], "properties": { "cnr_id": "ComfyUI-WanVideoWrapper", "ver": "c0a4e8aa87b380acd3fede86e50d57af48ce7964", "Node name for S&R": "WanVideoDecode", "aux_id": "kijai/ComfyUI-WanVideoWrapper" }, "widgets_values": [ true, 272, 272, 144, 128, "default" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 178, "type": "CLIPTextEncode", "pos": [ 977.4735107421875, 1132.6763916015625 ], "size": [ 400, 180.8000030517578 ], "flags": {}, "order": 29, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 318 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 320 ] } ], "title": "Positive Prompt", "properties": { "cnr_id": "comfy-core", "ver": "0.3.47", "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "anime, 2d, animated, girl, long hair, noodles, the girl is chewing" ], "color": "#232", "bgcolor": "#353" }, { "id": 185, "type": "VHS_VideoCombine", "pos": [ 1858.427734375, 1134.6595458984375 ], "size": [ 863.5718383789062, 769.785888671875 ], "flags": {}, "order": 43, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 317 }, { "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 } ], "title": "Save Comparison Video", "properties": { "cnr_id": "comfyui-videohelpersuite", "ver": "1.7.2", "Node name for S&R": "VHS_VideoCombine" }, "widgets_values": { "frame_rate": 16, "loop_count": 0, "filename_prefix": "V2V/V2V_Compare", "format": "video/h264-mp4", "pix_fmt": "yuv420p", "crf": 19, "save_metadata": true, "trim_to_audio": false, "pingpong": false, "save_output": true, "videopreview": { "hidden": false, "paused": false, "params": { "filename": "V2V_Compare_00047.mp4", "subfolder": "", "type": "output", "format": "video/h264-mp4", "frame_rate": 16, 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