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"IMAGE", "link": 141 }, { "name": "control_masks", "shape": 7, "type": "MASK", "link": 148 }, { "name": "reference_image", "shape": 7, "type": "IMAGE", "link": null }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 162 } ], "outputs": [ { "name": "positive", "type": "CONDITIONING", "links": [ 144 ] }, { "name": "negative", "type": "CONDITIONING", "links": [ 145 ] }, { "name": "latent", "type": "LATENT", "links": [ 143 ] }, { "name": "trim_latent", "type": "INT", "links": [] } ], "title": "T2V=Strength 0, I2V=Strength 1", "properties": { "Node name for S&R": "WanVaceToVideo" }, "widgets_values": [ 1280, 720, 65, 1, 1 ], "color": "#432", "bgcolor": "#653" }, { "id": 32, "type": "ModelSamplingSD3", "pos": [ 706.4911964062494, 823.945757226561 ], "size": [ 270, 58 ], "flags": {}, "order": 12, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 169 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 123 ] } ], "properties": { "Node 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"CLIPTextEncode", "pos": [ 208.12962744140611, 876.4104521484375 ], "size": [ 400, 200 ], "flags": {}, "order": 10, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 170 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 136 ] } ], "properties": { "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "A modern city skyline at sunset, tall skyscrapers, camera slowly dolly-in between buildings, warm golden light reflecting on glass, cinematic lighting, soft shadows, atmospheric haze, realistic, smooth motion, shallow depth of field, film still, 4k" ], "color": "#232", "bgcolor": "#353" }, { "id": 52, "type": "CLIPLoader", "pos": [ -280.6015364220948, 1127.531452071805 ], "size": [ 270, 106 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [ { "name": "CLIP", "type": "CLIP", "links": [ 170, 171 ] } ], "properties": { "Node name for S&R": "CLIPLoader" }, "widgets_values": [ "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "wan", "default" ], "color": "#223", "bgcolor": "#335" }, { "id": 34, "type": "WanVideoVACEStartToEndFrame", "pos": [ 793.8087904343689, 1648.4439712270782 ], "size": [ 329.9634704589844, 238 ], "flags": {}, "order": 9, "mode": 4, "inputs": [ { "name": "start_image", "shape": 7, "type": "IMAGE", "link": 161 }, { "name": "end_image", "shape": 7, "type": "IMAGE", "link": 156 }, { "name": "control_images", "shape": 7, "type": "IMAGE", "link": null }, { "name": "inpaint_mask", "shape": 7, "type": "MASK", "link": null }, { "name": "num_frames", "type": "INT", "widget": { "name": "num_frames" }, "link": 163 } ], "outputs": [ { "name": "images", "type": "IMAGE", "links": [ 141 ] }, { "name": "masks", "type": "MASK", "links": [ 148 ] } ], "title": "Bypass for T2V, use for I2V", "properties": { "Node name for S&R": "WanVideoVACEStartToEndFrame" }, "widgets_values": [ 65, 0.5, 0, -1, 1, 0 ] }, { "id": 53, "type": "VAELoader", "pos": [ -275.7615364220951, 1323.5514520718052 ], "size": [ 270, 58 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [ { "name": "VAE", "type": "VAE", "links": [ 172, 173 ] } ], "properties": { "Node name for S&R": "VAELoader" }, "widgets_values": [ "wan_2.1_vae.safetensors" ], "color": "#223", "bgcolor": "#335" }, { "id": 58, "type": "SaveVideo", "pos": [ 2082.582255562292, 890.7102475061758 ], "size": [ 270, 106 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 174 } ], "outputs": [], "properties": {}, "widgets_values": [ "video/ComfyUI", "auto", "auto" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 54, "type": "Tiled KSampler", "pos": [ 1228.4489755622915, 1179.689597506176 ], "size": [ 270, 286 ], "flags": {}, "order": 5, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": null }, { "name": "positive", "type": "CONDITIONING", "link": null }, { "name": "negative", "type": "CONDITIONING", "link": null }, { "name": "latent_image", "type": "LATENT", "link": null } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": null } ], "properties": { "Node name for S&R": "Tiled KSampler" }, "widgets_values": [ 0, "randomize", 1, 20, 8, "euler", "simple", 1 ] }, { "id": 55, "type": "Note", "pos": [ 1565.538035562291, 1314.1871475061764 ], "size": [ 306.375, 123.88800000000015 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Use the tiled ksampler if youre running out of vram" ], "color": "#432", "bgcolor": "#653" }, { "id": 11, "type": "VAEDecode", "pos": [ 1546.4254384765654, 863.4219726562495 ], "size": [ 140, 46 ], "flags": {}, "order": 15, "mode": 0, "inputs": [ { "name": "samples", "type": "LATENT", "link": 149 }, { "name": "vae", "type": "VAE", "link": 172 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 175 ] } ], "properties": { "Node name for S&R": "VAEDecode" }, "widgets_values": [], "color": "#332922", "bgcolor": "#593930" }, { "id": 57, "type": "CreateVideo", "pos": [ 1732.9825655622913, 874.5261675061754 ], "size": [ 270, 78 ], "flags": {}, "order": 16, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 175 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": null } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 174 ] } ], "properties": { "Node name for S&R": "CreateVideo" }, "widgets_values": [ 16 ], "color": "#332922", "bgcolor": "#593930" }, { "id": 56, "type": "Note", "pos": [ 211.79025556229047, 1405.2242475061769 ], "size": [ 314.3609999999999, 88 ], "flags": {}, "order": 7, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Minimum of 81frames for first frame last frame" ], "color": "#432", "bgcolor": "#653" }, { "id": 51, "type": "GGUFLoaderKJ", "pos": [ -327.87079142209456, 840.6242380718052 ], "size": [ 312.095703125, 202 ], "flags": {}, "order": 8, "mode": 0, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 169 ] } ], "properties": { "Node name for S&R": "GGUFLoaderKJ" }, "widgets_values": [ "wan2.2-rapid-mega-aio-v12-Q4_K.gguf", "none", "default", "default", false, false, "none" ], "color": "#223", "bgcolor": "#335" }, { "id": 59, "type": "MarkdownNote", "pos": [ -1040, 750 ], "size": [ 620, 1020 ], "flags": {}, "order": 18, "mode": 0, "inputs": [], "outputs": [], "title": "How to use", "properties": {}, "widgets_values": [ "## How to use\n\n**What it does:** Wan 2.2 text-to-video and image-to-video from one \"rapid mega AIO\" GGUF file (experts and speed LoRA baked in). 4 steps, CFG 1.\n\n**Inputs**\n1. **Prompt** (top text box): describe the shot and the camera move. Positive wording only.\n2. **Negative Prompt**: leave it empty. At CFG 1 it has no effect.\n3. **Number of Frames**: 81 by default (about 5 s at 16 fps). Use 4n+1 values (49, 65, 81, 97 ...).\n4. **Start Frame / End Frame** (blue group, optional): images for I2V or first-frame-last-frame.\n\n**T2V or I2V**\n- **T2V (default):** keep the blue group and the *WanVideoVACEStartToEndFrame* node bypassed. The WanVaceToVideo node title says strength 0 for T2V (saved value is 1).\n- **I2V / FFLF:** un-bypass the two Load Image nodes and the StartToEndFrame node, load your images, set *strength* to 1. For first-frame-last-frame use 81 frames or more.\n- Only a start image: bypass the End Frame node.\n\n**Important settings**\n- **WanVaceToVideo**: width 1280, height 720 (multiples of 16).\n- **ModelSamplingSD3** shift 8.\n- **KSampler**: 4 steps, CFG 1, euler / simple, seed randomize.\n- **Create Video** 16 fps. Output lands in `ComfyUI/output/video/`.\n- **GGUF loader**: pick a smaller quant of the same mega AIO if you are short on VRAM.\n\n**Tips**\n- Out of VRAM: lower the size (e.g. 832x480) or the frame count first. The Tiled KSampler node (not wired, needs the tiled_ksampler pack) can stand in for the KSampler: connect the same model, positive, negative and latent.\n- Change the seed for a new take; keep it fixed while you tune the prompt.\n\n**Attention:** --use-sage-attention ran at the same speed as the default on the 24 GB bench and used less VRAM on Z-Image (not measured on Wan). --use-ck-attention changes the image for the same seed.\n\n**Tested on:** no recorded test run yet. Not run on ComfyUI 0.45.3 (the AIO GGUF is not on the bench server)." ], "color": "#432", "bgcolor": "#653" }, { "id": 60, "type": "MarkdownNote", "pos": [ -1040, 1810 ], "size": [ 620, 520 ], "flags": {}, "order": 19, "mode": 0, "inputs": [], "outputs": [], "title": "Downloads", "properties": {}, "widgets_values": [ "## Downloads - put each file in the ComfyUI folder shown\n\nClick a file name to download it. Put it in the folder shown (inside `ComfyUI/models/`).\n\n| Folder | File (click = download) | Note |\n|---|---|---|\n| `diffusion_models/` | [wan2.2-rapid-mega-aio-v12-Q4_K.gguf](https://huggingface.co/befox/WAN2.2-14B-Rapid-AllInOne-GGUF/resolve/main/Mega-v12/wan2.2-rapid-mega-aio-v12-Q4_K.gguf) | single all-in-one file, 11.6 GB |\n| `text_encoders/` | [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| `vae/` | [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\nNo separate high/low-noise or lightx2v files needed.\n\n**Custom node packs:** ComfyUI-KJNodes (GGUF loader), ComfyUI-WanVideoWrapper (StartToEndFrame, I2V only), tiled_ksampler (optional Tiled KSampler), ComfyUI-VideoHelperSuite.\n\nOne command from the repo root: `python scripts/frizzy.py doctor wan2.2/aio-rapid`" ], "color": "#432", "bgcolor": "#653" } ], "links": [ [ 123, 32, 0, 8, 0, "MODEL" ], [ 136, 9, 0, 28, 0, "CONDITIONING" ], [ 137, 10, 0, 28, 1, "CONDITIONING" ], [ 141, 34, 0, 28, 3, "IMAGE" ], [ 143, 28, 2, 8, 3, "LATENT" ], [ 144, 28, 0, 8, 1, "CONDITIONING" ], [ 145, 28, 1, 8, 2, "CONDITIONING" ], [ 148, 34, 1, 28, 4, "MASK" ], [ 149, 8, 0, 11, 0, "LATENT" ], [ 156, 37, 0, 34, 1, "IMAGE" ], [ 161, 16, 0, 34, 0, "IMAGE" ], [ 162, 48, 0, 28, 6, "INT" ], [ 163, 48, 0, 34, 4, "INT" ], [ 169, 51, 0, 32, 0, "MODEL" ], [ 170, 52, 0, 9, 0, "CLIP" ], [ 171, 52, 0, 10, 0, "CLIP" ], [ 172, 53, 0, 11, 1, "VAE" ], [ 173, 53, 0, 28, 2, "VAE" ], [ 174, 57, 0, 58, 0, "VIDEO" ], [ 175, 11, 0, 57, 0, "IMAGE" ] ], "groups": [ { "id": 1, "title": "Model", "bounding": [ -376.66518507106673, 750.5337119339983, 508.0607496382586, 743.4922830570299 ], "color": "#88A", "font_size": 24, "flags": {} }, { "id": 2, "title": "Prompt + Settings", "bounding": [ 155.7348149289333, 751.8647119339979, 1026.221915244996, 736.5783722270535 ], "color": "#8A8", "font_size": 24, "flags": {} }, { "id": 3, "title": "Sampler Stage", "bounding": [ 1196.576814928934, 758.519711933998, 1123.213511903636, 732.1816881905215 ], "color": "#a1309b", "font_size": 24, "flags": {} }, { "id": 4, "title": "Optional - I2V FFLF", "bounding": [ 158.45807832893408, 1501.7755296339978, 1012.8964199999998, 922.2967299999996 ], "color": "#3f789e", "font_size": 24, "flags": {} } ], "config": {}, "extra": { "ds": { "scale": 0.6209213230591556, "offset": [ 768.850064437709, -587.641327506176 ] }, "frontendVersion": "1.41.21", "ue_links": [], "VHS_latentpreview": false, "VHS_latentpreviewrate": 0, "VHS_MetadataImage": true, "VHS_KeepIntermediate": true }, "version": 0.4 }