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"0.3.45" }, "size": [ 210, 58 ], "type": "ModelSamplingSD3", "widgets_values": [ 5 ] }, { "flags": {}, "id": 92, "inputs": [ { "link": 182, "name": "model", "type": "MODEL" } ], "mode": 4, "order": 25, "outputs": [ { "links": [ 183 ], "name": "MODEL", "type": "MODEL" } ], "pos": [ 440, 1840 ], "properties": { "Node name for S&R": "LoraLoaderModelOnly", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "models": [ { "directory": "loras", "name": "wan2.2_i2v_lightx2v_4steps_lora_v1_low_noise.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/loras/wan2.2_i2v_lightx2v_4steps_lora_v1_low_noise.safetensors" } ], "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": { "lora_name": true, "strength_model": true } }, "ver": "0.3.49" }, "size": [ 420, 82 ], "type": 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"name": "latent_image", "type": "LATENT" } ], "mode": 4, "order": 33, "outputs": [ { "links": [ 124 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 940, 2120 ], "properties": { "Node name for S&R": "KSamplerAdvanced", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 304.748046875, 498.6905822753906 ], "type": "KSamplerAdvanced", "widgets_values": [ "disable", 0, "fixed", 4, 1, "euler", "simple", 2, 10000, "disable" ] }, { "flags": {}, "id": 57, "inputs": [ { "link": 147, "name": "model", "type": "MODEL" }, { "link": 151, "name": "positive", "type": "CONDITIONING" }, { "link": 152, "name": "negative", "type": "CONDITIONING" }, { "link": 153, "name": "latent_image", "type": "LATENT" } ], "mode": 4, "order": 31, "outputs": [ { "links": [ 113 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 930, 1550 ], "properties": { "Node name for S&R": "KSamplerAdvanced", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 304.748046875, 334 ], "type": "KSamplerAdvanced", "widgets_values": [ "enable", 984937593540091, "randomize", 4, 1, "euler", "simple", 0, 2, "enable" ] }, { "flags": {}, "id": 61, "inputs": [ { "link": 132, "name": "video", "type": "VIDEO" } ], "mode": 4, "order": 39, "outputs": [], "pos": [ 1300, 1790 ], "properties": { "Node name for S&R": "SaveVideo", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 710, 808 ], "type": "SaveVideo", "widgets_values": [ "video/ComfyUI", "auto", "auto" ] }, { "flags": {}, "id": 39, "inputs": [], "mode": 4, "order": 9, "outputs": [ { "links": [ 76, 156 ], "name": "VAE", "slot_index": 0, "type": "VAE" } ], "pos": [ 50, 1990 ], "properties": { "Node name for S&R": "VAELoader", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "models": [ { "directory": "vae", "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" } ], "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 344.731689453125, 59.98149108886719 ], "type": "VAELoader", "widgets_values": [ "wan_2.1_vae.safetensors" ] }, { "flags": {}, "id": 67, "inputs": [ { "link": 149, "name": "positive", "type": "CONDITIONING" }, { "link": 150, "name": "negative", "type": "CONDITIONING" }, { "link": 156, "name": "vae", "type": "VAE" }, { "link": null, "name": "clip_vision_start_image", "shape": 7, "type": "CLIP_VISION_OUTPUT" }, { "link": null, "name": "clip_vision_end_image", "shape": 7, "type": "CLIP_VISION_OUTPUT" }, { "link": 157, "name": "start_image", "shape": 7, "type": "IMAGE" }, { "link": 158, "name": "end_image", "shape": 7, "type": "IMAGE" } ], "mode": 4, "order": 26, "outputs": [ { "links": [ 151, 154 ], "name": "positive", "type": "CONDITIONING" }, { "links": [ 152, 155 ], "name": "negative", "type": "CONDITIONING" }, { "links": [ 153 ], "name": "latent", "type": "LATENT" } ], "pos": [ 450, 2650 ], "properties": { "Node name for S&R": "WanFirstLastFrameToVideo", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.48" }, "size": [ 410, 260 ], "type": "WanFirstLastFrameToVideo", "widgets_values": [ 640, 640, 81, 1 ] }, { "bgcolor": "#353", "color": "#232", "flags": {}, "id": 6, "inputs": [ { "link": 74, "name": "clip", "type": "CLIP" } ], "mode": 4, "order": 18, "outputs": [ { "links": [ 149 ], "name": "CONDITIONING", "slot_index": 0, "type": "CONDITIONING" } ], "pos": [ 440, 2160 ], "properties": { "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 422.84503173828125, 164.31304931640625 ], "title": "CLIP Text Encode (Positive Prompt)", "type": "CLIPTextEncode", "widgets_values": [ "A bearded man with red facial hair wearing a yellow straw hat and dark coat in Van Gogh's self-portrait style, slowly and continuously transforms into a space astronaut. The transformation flows like liquid paint - his beard fades away strand by strand, the yellow hat melts and reforms smoothly into a silver space helmet, dark coat gradually lightens and restructures into a white spacesuit. The background swirling brushstrokes slowly organize and clarify into realistic stars and space, with Earth appearing gradually in the distance. Every change happens in seamless waves, maintaining visual continuity throughout the metamorphosis.\n\nConsistent soft lighting throughout, medium close-up maintaining same framing, central composition stays fixed, gentle color temperature shift from warm to cool, gradual contrast increase, smooth style transition from painterly to photorealistic. Static camera with subtle slow zoom, emphasizing the flowing transformation process without abrupt changes." ] }, { "flags": {}, "id": 62, "inputs": [], "mode": 4, "order": 10, "outputs": [ { "links": [ 158 ], "name": "IMAGE", "slot_index": 0, "type": "IMAGE" }, { "links": null, "name": "MASK", "slot_index": 1, "type": "MASK" } ], "pos": [ 60, 2600 ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 315, 314.00006103515625 ], "type": "LoadImage", "widgets_values": [ "video_wan2_2_14B_flf2v_start_image.png", "image" ] }, { "flags": {}, "id": 83, "inputs": [ { "link": 167, "name": "video", "type": "VIDEO" } ], "mode": 0, "order": 38, "outputs": [], "pos": [ 1250, 170 ], "properties": { "Node name for S&R": "SaveVideo", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 770, 840 ], "type": "SaveVideo", "widgets_values": [ "video/ComfyUI", "auto", "auto" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 96, "inputs": [], "mode": 0, "order": 11, "outputs": [], "pos": [ 10, -310 ], "properties": { "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} } }, "size": [ 360, 100 ], "title": "Note: About 4 Steps LoRA", "type": "Note", "widgets_values": [ "Using the Wan2.2 Lighting LoRA will result in the loss of video dynamics, but it will reduce the generation time. This template provides two workflows, and you can enable one as needed." ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 70, "inputs": [], "mode": 4, "order": 12, "outputs": [], "pos": [ 900, 2810 ], "properties": { "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} } }, "size": [ 340, 120 ], "title": "Note: Video Size", "type": "Note", "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" ] }, { "flags": {}, "id": 80, "inputs": [], "mode": 0, "order": 13, "outputs": [ { "links": [ 165 ], "name": "IMAGE", "slot_index": 0, "type": "IMAGE" }, { "links": null, "name": "MASK", "slot_index": 1, "type": "MASK" } ], "pos": [ 60, 520 ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 315, 314.0000000000002 ], "type": "LoadImage", "widgets_values": [ "video_wan2_2_14B_flf2v_start_image.png", "image" ] }, { "flags": {}, "id": 89, "inputs": [], "mode": 0, "order": 14, "outputs": [ { "links": [ 166 ], "name": "IMAGE", "slot_index": 0, "type": "IMAGE" }, { "links": null, "name": "MASK", "slot_index": 1, "type": "MASK" } ], "pos": [ 50, 940 ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 315, 314.00006103515625 ], "type": "LoadImage", "widgets_values": [ "video_wan2_2_14B_flf2v_end_image.png", "image" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 95, "inputs": [], "mode": 0, "order": 15, "outputs": [], "pos": [ -360, 1480 ], "properties": { "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} } }, "size": [ 350, 150 ], "type": "MarkdownNote", "widgets_values": [ "1. Box-select then use Ctrl + B to enable\n2. If you don't want to run both groups simultaneously, don't forget to use **Ctrl + B** to disable the **fp8_scaled + 4steps LoRA** group after enabling the **fp8_scaled** group, or try the [partial - execution](https://docs.comfy.org/interface/features/partial-execution) feature." ] }, { "flags": {}, "id": 84, "inputs": [ { "link": 168, "name": "model", "type": "MODEL" }, { "link": 169, "name": "positive", "type": "CONDITIONING" }, { "link": 170, "name": "negative", "type": "CONDITIONING" }, { "link": 171, "name": "latent_image", "type": "LATENT" } ], "mode": 0, "order": 30, "outputs": [ { "links": [ 178 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 900, -70 ], "properties": { "Node name for S&R": "KSamplerAdvanced", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 300, 540 ], "type": "KSamplerAdvanced", "widgets_values": [ "enable", 984937593540091, "randomize", 20, 4, "euler", "simple", 0, 10, "enable" ] }, { "flags": {}, "id": 87, "inputs": [ { "link": 175, "name": "model", "type": "MODEL" }, { "link": 176, "name": "positive", "type": "CONDITIONING" }, { "link": 177, "name": "negative", "type": "CONDITIONING" }, { "link": 178, "name": "latent_image", "type": "LATENT" } ], "mode": 0, "order": 32, "outputs": [ { "links": [ 172 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 900, 660 ], "properties": { "Node name for S&R": "KSamplerAdvanced", "cnr_id": "comfy-core", "enableTabs": false, "hasSecondTab": false, "secondTabOffset": 80, "secondTabText": "Send Back", "secondTabWidth": 65, "tabWidth": 65, "tabXOffset": 10, "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} }, "ver": "0.3.45" }, "size": [ 310, 520 ], "type": "KSamplerAdvanced", "widgets_values": [ "disable", 0, "fixed", 20, 4, "euler", "simple", 10, 10000, "disable" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 94, "inputs": [], "mode": 0, "order": 16, "outputs": [], "pos": [ -500, -160 ], "properties": { "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} } }, "size": [ 480, 550 ], "title": "Note: Model Links", "type": "MarkdownNote", "widgets_values": [ "[Tutorial](https://docs.comfy.org/tutorials/video/wan/wan2_2)\n\n\n## Model links\n\n**text_encoders**\n\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\n- [wan2.2_i2v_lightx2v_4steps_lora_v1_low_noise.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/loras/wan2.2_i2v_lightx2v_4steps_lora_v1_low_noise.safetensors)\n- [wan2.2_i2v_lightx2v_4steps_lora_v1_high_noise.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/loras/wan2.2_i2v_lightx2v_4steps_lora_v1_high_noise.safetensors)\n\n**diffusion_models**\n\n- [wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors)\n- [wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors)\n\n**vae**\n\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\nModel Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 text_encoders/\n│ │ └── umt5_xxl_fp8_e4m3fn_scaled.safetensors\n│ ├── 📂 loras/\n│ │ ├── wan2.2_i2v_lightx2v_4steps_lora_v1_low_noise.safetensors\n│ │ └── wan2.2_i2v_lightx2v_4steps_lora_v1_high_noise.safetensors\n│ ├── 📂 diffusion_models/\n│ │ ├── wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors\n│ │ └── wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors\n│ └── 📂 vae/\n│ └── wan_2.1_vae.safetensors\n```\n\n## Report issue\n\nIf you encounter any issues when running this workflow, [report template issue here](https://github.com/Comfy-Org/workflow_templates/issues)\n" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 93, "inputs": [], "mode": 0, "order": 17, "outputs": [], "pos": [ -500, 450 ], "properties": { "ue_properties": { "input_ue_unconnectable": {}, "version": "7.1", "widget_ue_connectable": {} } }, "size": [ 480, 180 ], "title": "Note: VRAM Usage", "type": "MarkdownNote", "widgets_values": [ "## GPU:RTX4090D 24GB\n\n| Model | Size |VRAM Usage | 1st Generation | 2nd Generation |\n|---------------------|-------|-----------|---------------|-----------------|\n| fp8_scaled |640*640| 84% | ≈ 536s | ≈ 513s |\n| fp8_scaled + 4steps LoRA | 640*640 | 89% | ≈ 108s | ≈ 71s |" ] } ], "revision": 0, "version": 0.4 }