{ "id": "ec7da562-7e21-4dac-a0d2-f4441e1efd3b", "revision": 0, "last_node_id": 73, "last_link_id": 144, "nodes": [ { "id": 38, "type": "CLIPLoader", "pos": [ 38.86457061767578, 189.26513671875 ], "size": [ 346.391845703125, 106 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [ { "name": "CLIP", "type": "CLIP", "slot_index": 0, "links": [ 74, 75 ] } ], "properties": { "Node name for S&R": "CLIPLoader", "cnr_id": "comfy-core", "ver": "0.3.45", "models": [ { "name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors", "directory": "text_encoders" } ] }, "widgets_values": [ "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "wan", "default" ] }, { "id": 58, "type": "KSamplerAdvanced", "pos": [ 1300.801513671875, -48.10361099243164 ], "size": [ 296.40533447265625, 334.2197265625 ], "flags": {}, "order": 16, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 123 }, { "name": "positive", "type": "CONDITIONING", "link": 128 }, { "name": "negative", "type": "CONDITIONING", "link": 130 }, { "name": "latent_image", "type": "LATENT", "link": 113 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 124 ] } ], "properties": { "Node name for S&R": "KSamplerAdvanced", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ "disable", 42, "fixed", 4, 1, "euler", "simple", 2, 4, "disable" ] }, { "id": 60, "type": "CreateVideo", "pos": [ 1653.5601806640625, 79.06910705566406 ], "size": [ 270, 78 ], "flags": {}, "order": 18, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 131 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": null } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 132 ] } ], "properties": { "Node name for S&R": "CreateVideo", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ 16 ] }, { "id": 8, "type": "VAEDecode", "pos": [ 1657.0252685546875, -42.49197006225586 ], "size": [ 210, 46 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "name": "samples", "type": "LATENT", "link": 124 }, { "name": "vae", "type": "VAE", "link": 76 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "slot_index": 0, "links": [ 131 ] } ], "properties": { "Node name for S&R": "VAEDecode", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [] }, { "id": 69, "type": "Note", "pos": [ 1086.6795654296875, 359.7047424316406 ], "size": [ 379.72747802734375, 135.40545654296875 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Set steps to 4, split step to 2.\n\nShift to 5\n\nPlease let me know if you run into any issues.\n\nhttps://github.com/ModelTC/Wan2.2-Lightning/issues/3\nhttps://github.com/ModelTC/Wan2.2-Lightning" ], "color": "#432", "bgcolor": "#653" }, { "id": 54, "type": "ModelSamplingSD3", "pos": [ 587.8239135742188, 227.8932647705078 ], "size": [ 210, 60 ], "flags": {}, "order": 13, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 134 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 125 ] } ], "properties": { "Node name for S&R": "ModelSamplingSD3", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ 5.000000000000001 ] }, { "id": 55, "type": "ModelSamplingSD3", "pos": [ 585.8684692382812, 336.4201354980469 ], "size": [ 210, 58 ], "flags": {}, "order": 14, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 136 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 123 ] } ], "properties": { "Node name for S&R": "ModelSamplingSD3", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ 5.000000000000001 ] }, { "id": 57, "type": "KSamplerAdvanced", "pos": [ 949.1582641601562, -58.41084289550781 ], "size": [ 304.748046875, 334 ], "flags": {}, "order": 15, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 125 }, { "name": "positive", "type": "CONDITIONING", "link": 142 }, { "name": "negative", "type": "CONDITIONING", "link": 143 }, { "name": "latent_image", "type": "LATENT", "link": 144 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 113 ] } ], "properties": { "Node name for S&R": "KSamplerAdvanced", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ "enable", 42, "fixed", 4, 1, "euler", "simple", 0, 2, "enable" ] }, { "id": 67, "type": "LoraLoaderModelOnly", "pos": [ 485.45086669921875, -78.97525024414062 ], "size": [ 315, 82 ], "flags": {}, "order": 10, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 133 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 134 ] } ], "properties": { "Node name for S&R": "LoraLoaderModelOnly" }, "widgets_values": [ "Wan2.2-I2V-A14B-4steps-lora-rank64-Seko-V1/high_noise_model.safetensors", 1.0000000000000002 ] }, { "id": 39, "type": "VAELoader", "pos": [ 40, 350 ], "size": [ 344.731689453125, 59.98149108886719 ], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [ { "name": "VAE", "type": "VAE", "slot_index": 0, "links": [ 76, 138 ] } ], "properties": { "Node name for S&R": "VAELoader", "cnr_id": "comfy-core", "ver": "0.3.45", "models": [ { "name": "wan_2.1_vae.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors", "directory": "vae" } ] }, "widgets_values": [ "wan_2.1_vae.safetensors" ] }, { "id": 7, "type": "CLIPTextEncode", "pos": [ 426.6974792480469, 722.106201171875 ], "size": [ 425.27801513671875, 180.6060791015625 ], "flags": {}, "order": 9, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 75 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "slot_index": 0, "links": [ 130, 140 ] } ], "title": "CLIP Text Encode (Negative Prompt)", "properties": { "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ "" ], "color": "#322", "bgcolor": "#533" }, { "id": 63, "type": "Note", "pos": [ -13.432207107543945, 784.9240112304688 ], "size": [ 370, 120 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [], "title": "Video Size", "properties": {}, "widgets_values": [ "By default, we set the video to a smaller size for users with low VRAM. If you have enough VRAM, you can change the size" ], "color": "#432", "bgcolor": "#653" }, { "id": 73, "type": "WanImageToVideo", "pos": [ 15.426290512084961, 540.6696166992188 ], "size": [ 315, 210 ], "flags": {}, "order": 12, "mode": 0, "inputs": [ { "name": "positive", "type": "CONDITIONING", "link": 139 }, { "name": "negative", "type": "CONDITIONING", "link": 140 }, { "name": "vae", "type": "VAE", "link": 138 }, { "name": "clip_vision_output", "shape": 7, "type": "CLIP_VISION_OUTPUT", "link": null }, { "name": "start_image", "shape": 7, "type": "IMAGE", "link": 141 } ], "outputs": [ { "name": "positive", "type": "CONDITIONING", "links": [ 142 ] }, { "name": "negative", "type": "CONDITIONING", "links": [ 143 ] }, { "name": "latent", "type": "LATENT", "links": [ 144 ] } ], "properties": { "Node name for S&R": "WanImageToVideo" }, "widgets_values": [ 1280, 720, 81, 1 ] }, { "id": 37, "type": "UNETLoader", "pos": [ 34.225364685058594, -71.77911376953125 ], "size": [ 346.7470703125, 82 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 133 ] } ], "properties": { "Node name for S&R": "UNETLoader", "cnr_id": "comfy-core", "ver": "0.3.45", "models": [ { "name": "wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_high_noise_14B_fp8_scaled.safetensors", "directory": "diffusion_models" } ] }, "widgets_values": [ "wan2.2_i2v_high_noise_14B_fp16.safetensors", "default" ] }, { "id": 56, "type": "UNETLoader", "pos": [ 34.70310592651367, 57.175601959228516 ], "size": [ 346.7470703125, 82 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 135 ] } ], "properties": { "Node name for S&R": "UNETLoader", "cnr_id": "comfy-core", "ver": "0.3.45", "models": [ { "name": "wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_t2v_low_noise_14B_fp8_scaled.safetensors", "directory": "diffusion_models" } ] }, "widgets_values": [ "wan2.2_i2v_low_noise_14B_fp16.safetensors", "default" ] }, { "id": 68, "type": "LoraLoaderModelOnly", "pos": [ 487.37158203125, 72.34300994873047 ], "size": [ 315, 82 ], "flags": {}, "order": 11, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 135 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 136 ] } ], "properties": { "Node name for S&R": "LoraLoaderModelOnly" }, "widgets_values": [ "Wan2.2-I2V-A14B-4steps-lora-rank64-Seko-V1/low_noise_model.safetensors", 1.0000000000000002 ] }, { "id": 6, "type": "CLIPTextEncode", "pos": [ 426.6974792480469, 522.106201171875 ], "size": [ 422.84503173828125, 164.31304931640625 ], "flags": {}, "order": 8, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 74 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "slot_index": 0, "links": [ 128, 139 ] } ], "title": "CLIP Text Encode (Positive Prompt)", "properties": { "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ "A man and a woman sit facing each other, their eyes locked in quiet affection. They lean forward and share a warm embrace, lingering for a moment before gently pulling apart. Smiling playfully, they then raise their hands, their fingers carefully curving to form a perfect heart shape against the golden afternoon light." ], "color": "#232", "bgcolor": "#353" }, { "id": 71, "type": "LoadImage", "pos": [ -353.1475830078125, 539.164306640625 ], "size": [ 315, 314 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 141 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "properties": { "Node name for S&R": "LoadImage" }, "widgets_values": [ "i2v_test_4_cartoon (1).png", "image", "" ] }, { "id": 61, "type": "SaveVideo", "pos": [ 1658.5662841796875, 215.62408447265625 ], "size": [ 695.2254028320312, 820 ], "flags": {}, "order": 19, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 132 } ], "outputs": [], "properties": { "Node name for S&R": "SaveVideo", "cnr_id": "comfy-core", "ver": "0.3.45" }, "widgets_values": [ "WanVideo2_2_I2V_Lightning", "mp4", "h264", "" ] }, { "id": 62, "type": "MarkdownNote", "pos": [ -480, -120 ], "size": [ 476.29986572265625, 437.32293701171875 ], "flags": {}, "order": 7, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links", "properties": {}, "widgets_values": [ "**Diffusion Model**\n- [wan2.2_i2v_high_noise_14B_fp16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_high_noise_14B_fp16.safetensors)\n- [wan2.2_i2v_low_noise_14B_fp16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_low_noise_14B_fp16.safetensors)\n\n**VAE**\n- [wan_2.1_vae.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors)\n\n**Text Encoder** \n- [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors)\n\n**Loras** \n- [Wan2.2-I2V-A14B-4steps-lora-rank64-Seko-V1](https://huggingface.co/lightx2v/Wan2.2-Lightning/tree/main/Wan2.2-I2V-A14B-4steps-lora-rank64-Seko-V1)\n\n\nFile save location\n\n```\nComfyUI/\nā”œā”€ā”€ā”€šŸ“‚ models/\n│ ā”œā”€ā”€ā”€šŸ“‚ diffusion_models/\n│ │ ā”œā”€ā”€ā”€ wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors\n│ │ └─── wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors\n│ ā”œā”€ā”€ā”€šŸ“‚ text_encoders/\n│ │ └─── umt5_xxl_fp8_e4m3fn_scaled.safetensors \n│ ā”œā”€ā”€ā”€šŸ“‚ loras/\n│ ā”œā”€ā”€ā”€ā”€ā”€šŸ“‚ Wan2.2-I2V-A14B-4steps-lora-rank64-Seko-V1/\n│ │ ā”œā”€ā”€ā”€ā”€ā”€ā”€ high_noise_model.safetensors\n│ │ └────── native_low_noise_model.safetensors \n│ ā””ā”€ā”€ā”€šŸ“‚ vae/\n│ └── wan_2.1_vae.safetensors\n\n```\n" ], "color": "#432", "bgcolor": "#653" } ], "links": [ [ 74, 38, 0, 6, 0, "CLIP" ], [ 75, 38, 0, 7, 0, "CLIP" ], [ 76, 39, 0, 8, 1, "VAE" ], [ 113, 57, 0, 58, 3, "LATENT" ], [ 123, 55, 0, 58, 0, "MODEL" ], [ 124, 58, 0, 8, 0, "LATENT" ], [ 125, 54, 0, 57, 0, "MODEL" ], [ 128, 6, 0, 58, 1, "CONDITIONING" ], [ 130, 7, 0, 58, 2, "CONDITIONING" ], [ 131, 8, 0, 60, 0, "IMAGE" ], [ 132, 60, 0, 61, 0, "VIDEO" ], [ 133, 37, 0, 67, 0, "MODEL" ], [ 134, 67, 0, 54, 0, "MODEL" ], [ 135, 56, 0, 68, 0, "MODEL" ], [ 136, 68, 0, 55, 0, "MODEL" ], [ 138, 39, 0, 73, 2, "VAE" ], [ 139, 6, 0, 73, 0, "CONDITIONING" ], [ 140, 7, 0, 73, 1, "CONDITIONING" ], [ 141, 71, 0, 73, 4, "IMAGE" ], [ 142, 73, 0, 57, 1, "CONDITIONING" ], [ 143, 73, 1, 57, 2, "CONDITIONING" ], [ 144, 73, 2, 57, 3, "LATENT" ] ], "groups": [ { "id": 1, "title": "Step1 - Load models", "bounding": [ 20, -150, 822.4443359375, 578.7847900390625 ], "color": "#3f789e", "font_size": 24, "flags": {} }, { "id": 2, "title": "Step2 - Video size", "bounding": [ -368.64581298828125, 460.8156433105469, 736.7346801757812, 455.005126953125 ], "color": "#3f789e", "font_size": 24, "flags": {} }, { "id": 3, "title": "Step3 Prompt", "bounding": [ 416.6974792480469, 452.1065673828125, 445.27801513671875, 464.2060852050781 ], "color": "#3f789e", "font_size": 24, "flags": {} } ], "config": {}, "extra": { "ds": { "scale": 0.39142513012204133, "offset": [ 846.2958037931919, 160.95986963678638 ] }, "frontendVersion": "1.25.3", "VHS_latentpreview": false, "VHS_latentpreviewrate": 0, "VHS_MetadataImage": true, "VHS_KeepIntermediate": true }, "version": 0.4 }