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846 }, { "label": "After Video", "name": "video_1", "type": "VIDEO", "link": 845 } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [738] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.13.0", "previewExposures": [] }, "widgets_values": ["right", true, 0, "white"] }, { "id": 292, "type": "SaveVideo", "pos": [5900, 3660], "size": [850, 110], "flags": {}, "order": 16, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 738 } ], "outputs": [ { "name": "video", "type": "VIDEO", "links": null } ], "properties": {}, "widgets_values": ["video/ComfyUI", "auto", "auto"] }, { "id": 246, "type": "SaveVideo", "pos": [4500, 3660], "size": [650, 110], "flags": {}, "order": 13, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 667 } ], "outputs": [ { "name": "video", "type": "VIDEO", "links": [846] } ], "properties": {}, "widgets_values": ["video/ComfyUI", "auto", "auto"] }, { "id": 536, "type": "ComfyMathExpression", "pos": [270, 4810], "size": [230, 80], "flags": { "collapsed": true }, "order": 12, "mode": 0, "inputs": [ { "label": "a", "name": "values.a", "type": "FLOAT,INT,BOOLEAN", "link": 848 }, { "label": "b", "name": "values.b", "shape": 7, "type": "FLOAT,INT,BOOLEAN", "link": null } ], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [852] }, { "name": "INT", "type": "INT", "links": [] }, { "name": "BOOL", "type": "BOOLEAN", "links": null } ], "properties": { "Node name for S&R": "ComfyMathExpression" }, "widgets_values": ["a / 81"] }, { "id": 537, "type": "GetImageSize", "pos": [270, 4750], "size": [230, 70], "flags": { "collapsed": true }, "order": 10, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 847 } ], "outputs": [ { "name": "width", "type": "INT", "links": null }, { "name": "height", "type": "INT", "links": null }, { "name": "batch_size", "type": "INT", "links": [848] } ], "properties": { "Node name for S&R": "GetImageSize" }, "widgets_values": [] }, { "id": 538, "type": "PreviewAny", "pos": [270, 4860], "size": [230, 140], "flags": {}, "order": 14, "mode": 0, "inputs": [ { "name": "source", "type": "*", "link": 852 } ], "outputs": [ { "name": "STRING", "type": "STRING", "links": null } ], "properties": { "Node name for S&R": "PreviewAny" }, "widgets_values": [] }, { "id": 539, "type": "MarkdownNote", "pos": [270, 5050], "size": [230, 130], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [], "title": "Note", "properties": {}, "widgets_values": [ "[Native loop support PR](https://github.com/Comfy-Org/ComfyUI/pull/13180) is still under review, so you have to manually copy and paste the `Motion Transfer (Wan Animate 2)` subgraph in order to make a longer video, the number here indicates how many subgraphs you need to match the pose reference video length." ], "color": "#222", "bgcolor": "#000" }, { "id": 540, "type": "MarkdownNote", "pos": [1920, 4590], "size": [480, 260], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [], "title": "Note: How to duplicate the subgraph (manually)", "properties": {}, "widgets_values": [ "1. Select and press `Ctrl+B` to enable the bypassed subgraph above.\n2. Update it first, and make sure the prompt and size match the first one, linking the `image` output to the `Batch Images` node\n3. Select the `Motion Transfer (Wan Animate 2)` subgraph\n4. Use `Ctrl+C` and `Ctrl+Shift+V` to duplicate the subgraph\n5. Link `continue_motion` and `video_frame_offset` from the previous subgraph to the new subgraph.\n6. Link the `image` output to the `Batch Images` node to extend the total output images" ], "color": "#222", "bgcolor": "#000" }, { "id": 574, "type": "MarkdownNote", "pos": [-1380, 3660], "size": [610, 1290], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [], "title": "Note: Wan Animate2", "properties": {}, "widgets_values": [ "# Wan Animate 2 — Character Animation\n\n## What is this model?\n**Wan-Animate-2** (by Wan-Video / Alibaba) is an **end-to-end character animation model**:\n\n> Reference image (who) + Driving video (what motion) → your character performing that motion\n\nKey properties:\n- **No pose/keypoint extraction** — unlike v1 (Wan 2.2 Animate), the raw driving video frames are used directly. No skeleton/pose preprocessing needed.\n- **Identity preservation** — the output character matches the reference image.\n- **Text-controlled background and camera** — the output background is generated from the prompt, fully decoupled from both the reference image and the driving video.\n\n## How it works (brief)\n\n Reference image ──VAE──▶ ref latent ──┐\n ├──▶ DiT (14B) ──▶ frames ──▶ video\n Driving video ──VAE──▶ pose latent ──┘ pose branch feeds K/V per frame\n ▲\n Text prompt ──▶ text conditioning (character + background)\n\nEach generated frame attends to the reference frame (identity) plus the pose video frame (motion).\n\n## How to use this workflow\n\n1. **LoadImage** — your character image (background doesn't matter; the output background follows the prompt).\n2. **LoadVideo** — the driving video (any resolution; keep the character framing similar to the reference image, e.g. full-body to full-body).\n3. **Set the prompts** on the `Motion Transfer` subgraph:\n - `text_1` (main): `Character appearance description: ...` + `Background description: ...` — describe the LOOKS only, no motion words.\n - `text_2` (pose): describe the motion in the video, e.g. `a person dancing`.\n4. **Queue it** — `SaveVideo` writes the result; the node on the right shows a side-by-side comparison with the driving video.\n\n## Making longer videos (extending)\n\nEach `Motion Transfer` subgraph generates **81 frames** (~3.4 s @ 24 fps). To extend beyond that, chain multiple subgraphs manually:\n\n1. **Duplicate** the `Motion Transfer (Wan Animate 2)` subgraph — select it, press `Ctrl-C` then `Ctrl-Shift-V`.\n2. **Wire the previous subgraph to the new one**:\n - previous `IMAGE` → new `continue_motion` (uses the last frame as a temporal anchor)\n - previous `video_frame_offset` → new `video_frame_offset` (continues reading the driving video where it left off)\n3. **Concatenate the outputs** — connect the new subgraph's `IMAGE` to the `Batch Images` node (its inputs auto-grow with the `+` button).\n4. Consecutive segments overlap by 1 frame by design (that frame keeps the motion continuous). If you see a 1-frame \"hiccup\" at the seam, drop the new segment's first frame (the `trim_image` output = how many frames to remove).\n\n> How many subgraphs do you need? Roughly `driving video frames / 81` — the math node in the bottom-left computes this for you.\n\n**Alternative (future):** the [Native loop support PR](https://github.com/Comfy-Org/ComfyUI/pull/13180) will allow looping/extension without manual duplication. It's still under review — until it lands, manual chaining above is the way. You can also try the community `ComfyUI-NativeLooping_testing` nodes for window-to-window seamless loops.\n\n## Tips\n- Framing mismatch (close-up vs full-body) is the #1 cause of bad results.\n- Frames are taken 1:1 from the video (no fps resampling) — resample to ~16-24 fps if the motion looks too slow.\n- Set `WanAnimate2Cache` device to **cpu** to avoid VRAM spikes." ], "color": "#222", "bgcolor": "#000" }, { "id": 575, "type": "MarkdownNote", "pos": [-2280, 3680], "size": [840, 1290], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links", "properties": {}, "widgets_values": [ "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model Links\n\n- [ModelScope:Comfy-Org/Wan-Animate-2](https://www.modelscope.cn/models/Comfy-Org/Wan-Animate-2)\n- [Hugging Face:Comfy-Org/Wan-Animate-2](https://huggingface.co/Comfy-Org/Wan-Animate-2)\n\n**Input Assets** (download these files and load them to the `load image` and `load video` nodes\n\n- [pink_hair_mech_arms_ref.png](https://raw.githubusercontent.com/Comfy-Org/workflow_templates/refs/heads/main/input/pink_hair_mech_arms_ref.png) — required workflow input (`input/pink_hair_mech_arms_ref.png`)\n- [street_dance_drive.mp4](https://raw.githubusercontent.com/Comfy-Org/workflow_templates/refs/heads/main/input/street_dance_drive.mp4) — required workflow input (`input/street_dance_drive.mp4`)\n\n**diffusion_models**\n\n- [wan_animate_2_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/Wan-Animate-2/resolve/main/diffusion_models/wan_animate_2_int8_convrot.safetensors)\n\n**loras**\n\n- [lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors](https://huggingface.co/Comfy-Org/Wan-Animate-2/resolve/main/loras/lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors)\n\n**text_encoders**\n\n- [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan-Animate-2/resolve/main/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors)\n\n**clip_vision**\n\n- [clip_vision_h.safetensors](https://huggingface.co/Comfy-Org/Wan-Animate-2/resolve/main/clip_vision/clip_vision_h.safetensors)\n\n**vae**\n\n- [Wan2_1_VAE_bf16.safetensors](https://huggingface.co/Comfy-Org/Wan-Animate-2/resolve/main/vae/Wan2_1_VAE_bf16.safetensors)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 diffusion_models/\n│ │ └── wan_animate_2_int8_convrot.safetensors\n│ ├── 📂 loras/\n│ │ └── lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors\n│ ├── 📂 text_encoders/\n│ │ └── umt5_xxl_fp8_e4m3fn_scaled.safetensors\n│ ├── 📂 clip_vision/\n│ │ └── clip_vision_h.safetensors\n│ └── 📂 vae/\n│ └── Wan2_1_VAE_bf16.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n" ], "color": "#222", "bgcolor": "#000" } ], "links": [ [667, 245, 0, 246, 0, "VIDEO"], [703, 189, 0, 261, 0, "IMAGE"], [704, 240, 0, 261, 1, "VIDEO"], [728, 240, 0, 288, 0, "VIDEO"], [729, 288, 1, 245, 1, "AUDIO"], [730, 288, 2, 245, 2, "FLOAT"], [733, 289, 0, 245, 0, "IMAGE"], [738, 291, 0, 292, 0, "VIDEO"], [831, 189, 0, 477, 0, "IMAGE"], [832, 240, 0, 477, 1, "VIDEO"], [833, 261, 0, 477, 2, "IMAGE"], [834, 261, 1, 477, 3, "INT"], [841, 261, 2, 289, 0, "IMAGE"], [845, 240, 0, 291, 1, "VIDEO"], [846, 246, 0, 291, 0, "VIDEO"], [847, 288, 0, 537, 0, "IMAGE"], [848, 537, 2, 536, 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