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He looks down at his hands playing the guitar and sings affectionately and gently." ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 99, "inputs": [], "mode": 0, "order": 3, "outputs": [], "pos": [ 2720, 320 ], "properties": {}, "size": [ 220, 90 ], "type": "Note", "widgets_values": [ "Stupid hack to fix the first frame being overbaked by the VAE, double the first frame and remove it after decoding." ] }, { "flags": {}, "id": 85, "inputs": [ { "link": 201, "name": "model", "type": "MODEL" }, { "link": 202, "name": "positive", "type": "CONDITIONING" }, { "link": 203, "name": "negative", "type": "CONDITIONING" }, { "link": 283, "name": "vae", "type": "VAE" }, { "link": 207, "name": "video_latent", "type": "LATENT" }, { "link": 206, "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 262, "name": "ref_image", "type": "IMAGE" }, { "link": null, "name": "control_video", "type": "IMAGE" }, { "link": 317, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 350, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } }, { "link": 333, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 0, "order": 46, "outputs": [ { "links": [ 216 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 1820, 190 ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 280, 318 ], "type": "866cdb67-cb97-4a54-8738-e9ece4f5f25f", "widgets_values": [ 250, 10, 6, "uni_pc", "simple", 77 ] }, { "flags": {}, "id": 104, "inputs": [], "mode": 0, "order": 4, "outputs": [ { "links": [ 332, 333, 334, 335 ], "name": "INT", "type": "INT" } ], "pos": [ 420, 880 ], "properties": { "Node name for S&R": "PrimitiveInt", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 82 ], "title": "Chunk Length", "type": "PrimitiveInt", "widgets_values": [ 77, "fixed" ] }, { "flags": {}, "id": 82, "inputs": [ { "link": 273, "name": "images", "type": "IMAGE" }, { "link": 198, "name": "audio", "shape": 7, "type": "AUDIO" } ], "mode": 0, "order": 58, "outputs": [ { "links": [ 364 ], "name": "VIDEO", "type": "VIDEO" } ], "pos": [ 2430, 570 ], "properties": { "Node name for S&R": "CreateVideo", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 270, 80 ], "type": "CreateVideo", "widgets_values": [ 16 ] }, { "flags": {}, "id": 113, "inputs": [ { "link": 364, "name": "video", "type": "VIDEO" } ], "mode": 0, "order": 60, "outputs": [], "pos": [ 1500, 720 ], "properties": { "Node name for S&R": "SaveVideo", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 1250, 690 ], "type": "SaveVideo", "widgets_values": [ "video/ComfyUI", "auto", "auto" ] }, { "flags": { "collapsed": false }, "id": 100, "inputs": [], "mode": 0, "order": 5, "outputs": [ { "links": [ 287 ], "name": "INT", "type": "INT" } ], "pos": [ 420, 740 ], "properties": { "Node name for S&R": "PrimitiveInt", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 90 ], "title": "Batch sizes", "type": "PrimitiveInt", "widgets_values": [ 3, "fixed" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 145, "inputs": [], "mode": 0, "order": 6, "outputs": [], "pos": [ 770, 740 ], "properties": {}, "size": [ 300, 320 ], "title": "Batch sizes", "type": "MarkdownNote", "widgets_values": [ "## Batch sizes\nBatch sizes depend on how many Video S2V Extend subgraphs you have added to the workflow.\n\nEach Video S2V Extend subgraph will add 77 frames to the final output.\n\nExample:\n\nIf you added 1 Video S2V Extend subgraph, you should set the batch size to 2.\n\nWe added 2 Video S2V Extend subgraphs, so the batch size value is 3.\n\n## Chunk length\n\n77 is the default length from the WAN2.2S2V official code. This model needs at least 73 frames. If you set the value too high, it might cause an out-of-memory issue.\n\nSo you can just leave 77 as it is." ] }, { "flags": {}, "id": 79, "inputs": [ { "link": 188, "name": "model", "type": "MODEL" }, { "link": 190, "name": "positive", "type": "CONDITIONING" }, { "link": 191, "name": "negative", "type": "CONDITIONING" }, { "link": 282, "name": "vae", "type": "VAE" }, { "link": 189, "name": "video_latent", "type": "LATENT" }, { "link": 193, "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 261, "name": "ref_image", "type": "IMAGE" }, { "link": null, "name": "control_video", "type": "IMAGE" }, { "link": 316, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 349, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } }, { "link": 332, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 0, "order": 44, "outputs": [ { "links": [ 207 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 1520, 190 ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 280, 318 ], "type": "ad3f1d6b-f6de-4f22-abcf-caeed4bf8ce4", "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "flags": {}, "id": 56, "inputs": [ { "link": 120, "name": "audio_encoder", "type": "AUDIO_ENCODER" }, { "link": 121, "name": "audio", "type": "AUDIO" } ], "mode": 0, "order": 37, "outputs": [ { "links": [ 193, 206, 215, 253 ], "name": "AUDIO_ENCODER_OUTPUT", "type": "AUDIO_ENCODER_OUTPUT" } ], "pos": [ 1130, 740 ], "properties": { "Node name for S&R": "AudioEncoderEncode", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 285.087890625, 46 ], "type": "AudioEncoderEncode", "widgets_values": [] }, { "flags": {}, "id": 87, "inputs": [ { "link": 210, "name": "model", "type": "MODEL" }, { "link": 211, "name": "positive", "type": "CONDITIONING" }, { "link": 212, "name": "negative", "type": "CONDITIONING" }, { "link": 284, "name": "vae", "type": "VAE" }, { "link": 216, "name": "video_latent", "type": "LATENT" }, { "link": 215, "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 264, "name": "ref_image", "type": "IMAGE" }, { "link": null, "name": "control_video", "type": "IMAGE" }, { "link": 318, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 351, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } }, { "link": 334, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 4, "order": 48, "outputs": [ { "links": [ 279, 280 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 2140, 190 ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 245.37460327148438, 318 ], "type": "92cfa20b-adb6-4f00-8596-f14b534cf926", "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "bgcolor": "#000", "color": "#322", "flags": {}, "id": 111, "inputs": [], "mode": 0, "order": 7, "outputs": [], "pos": [ 2060, -80 ], "properties": {}, "size": [ 350, 140 ], "title": "! Important", "type": "Note", "widgets_values": [ "If you need longer video output, just select one subgraph below, then use Ctrl+C and Ctrl+Shift+V to copy and paste the Video S2V Extend subgraph. Each of them will extend the other frames you set to the chunk length; by default, it's 77 frames." ] }, { "flags": {}, "id": 107, "inputs": [ { "link": 362, "name": "model", "type": "MODEL" } ], "mode": 0, "order": 35, "outputs": [ { "links": [ 363 ], "name": "MODEL", "type": "MODEL" } ], "pos": [ 430, -40 ], "properties": { "Node name for S&R": "LoraLoaderModelOnly", "cnr_id": "comfy-core", "models": [ { "directory": "loras", "name": "wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/loras/wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise.safetensors" } ], "ver": "0.3.54" }, "size": [ 300, 90 ], "type": "LoraLoaderModelOnly", "widgets_values": [ "wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise.safetensors", 1 ] }, { "flags": {}, "id": 103, "inputs": [], "mode": 0, "order": 8, "outputs": [ { "links": [ 316, 317, 318, 319 ], "name": "INT", "type": "INT" } ], "pos": [ 420, 1050 ], "properties": { "Node name for S&R": "PrimitiveInt", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 82 ], "title": "Steps", "type": "PrimitiveInt", "widgets_values": [ 4, "fixed" ] }, { "flags": {}, "id": 105, "inputs": [], "mode": 0, "order": 9, "outputs": [ { "links": [ 348, 349, 350, 351 ], "name": "FLOAT", "type": "FLOAT" } ], "pos": [ 420, 1180 ], "properties": { "Node name for S&R": "PrimitiveFloat", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 58 ], "title": "CFG", "type": "PrimitiveFloat", "widgets_values": [ 1 ] }, { "flags": {}, "id": 147, "inputs": [], "mode": 4, "order": 10, "outputs": [ { "links": [ 442, 461 ], "name": "CLIP", "slot_index": 0, "type": "CLIP" } ], "pos": [ -80, 1880 ], "properties": { "Node name for S&R": "CLIPLoader", "cnr_id": "comfy-core", "models": [ { "directory": "text_encoders", "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" } ], "ver": "0.3.54" }, "size": [ 390, 106 ], "type": "CLIPLoader", "widgets_values": [ "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "wan", "default" ] }, { "flags": {}, "id": 148, "inputs": [ { "link": 440, "name": "samples", "type": "LATENT" }, { "link": 441, "name": "vae", "type": "VAE" } ], "mode": 4, "order": 55, "outputs": [ { "links": [ 456 ], "name": "IMAGE", "type": "IMAGE" } ], "pos": [ 2470, 1770 ], "properties": { "Node name for S&R": "VAEDecode", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 210, 46 ], "type": "VAEDecode", "widgets_values": [] }, { "bgcolor": "#335", "color": "#223", "flags": {}, "id": 149, "inputs": [ { "link": 442, "name": "clip", "type": "CLIP" } ], "mode": 4, "order": 33, "outputs": [ { "links": [ 450, 464, 477, 489 ], "name": "CONDITIONING", "slot_index": 0, "type": "CONDITIONING" } ], "pos": [ 370, 2020 ], "properties": { "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 425.27801513671875, 180.6060791015625 ], "title": "CLIP Text Encode (Negative Prompt)", "type": "CLIPTextEncode", "widgets_values": [ "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" ] }, { "flags": {}, "id": 150, "inputs": [], "mode": 4, "order": 11, "outputs": [ { "links": [ 441, 451, 465, 478, 490 ], "name": "VAE", "slot_index": 0, "type": "VAE" } ], "pos": [ -80, 2040 ], "properties": { "Node name for S&R": "VAELoader", "cnr_id": "comfy-core", "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" } ], "ver": "0.3.54" }, "size": [ 390, 60 ], "type": "VAELoader", "widgets_values": [ "wan_2.1_vae.safetensors" ] }, { "flags": {}, "id": 151, "inputs": [], "mode": 4, "order": 12, "outputs": [ { "links": [ 485 ], "name": "AUDIO_ENCODER", "type": "AUDIO_ENCODER" } ], "pos": [ -80, 2150 ], "properties": { "Node name for S&R": "AudioEncoderLoader", "cnr_id": "comfy-core", "models": [ { "directory": "audio_encoders", "name": "wav2vec2_large_english_fp16.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/audio_encoders/wav2vec2_large_english_fp16.safetensors" } ], "ver": "0.3.54" }, "size": [ 390, 70 ], "type": "AudioEncoderLoader", "widgets_values": [ "wav2vec2_large_english_fp16.safetensors" ] }, { "flags": {}, "id": 152, "inputs": [ { "link": 443, "name": "model", "type": "MODEL" }, { "link": 444, "name": "positive", "type": "CONDITIONING" }, { "link": 445, "name": "negative", "type": "CONDITIONING" }, { "link": 446, "name": "latent_image", "type": "LATENT" }, { "link": 447, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 448, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } } ], "mode": 4, "order": 43, "outputs": [ { "links": [ 479 ], "name": "LATENT", "slot_index": 0, "type": "LATENT" } ], "pos": [ 1160, 1750 ], "properties": { "Node name for S&R": "KSampler", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 280, 440 ], "type": "KSampler", "widgets_values": [ 20, "fixed", 10, 6, "uni_pc", "simple", 1 ] }, { "flags": {}, "id": 153, "inputs": [ { "link": 449, "name": "positive", "type": "CONDITIONING" }, { "link": 450, "name": "negative", "type": "CONDITIONING" }, { "link": 451, "name": "vae", "type": "VAE" }, { "link": 452, "name": "audio_encoder_output", "shape": 7, "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 453, "name": "ref_image", "shape": 7, "type": "IMAGE" }, { "link": null, "name": "control_video", "shape": 7, "type": "IMAGE" }, { "link": null, "name": "ref_motion", "shape": 7, "type": "IMAGE" }, { "link": 454, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 4, "order": 41, "outputs": [ 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"batch_index" } } ], "mode": 4, "order": 57, "outputs": [ { "links": [ 472 ], "name": "IMAGE", "type": "IMAGE" } ], "pos": [ 2730, 1770 ], "properties": { "Node name for S&R": "ImageFromBatch", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 210, 82 ], "type": "ImageFromBatch", "widgets_values": [ 0, 4096 ] }, { "flags": {}, "id": 156, "inputs": [ { "link": 458, "name": "samples1", "type": "LATENT" }, { "link": 459, "name": "samples2", "type": "LATENT" } ], "mode": 4, "order": 53, "outputs": [ { "links": [ 440 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 2470, 1860 ], "properties": { "Node name for S&R": "LatentConcat", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 210, 78 ], "type": "LatentConcat", "widgets_values": [ "t" ] }, { "flags": {}, "id": 157, "inputs": [ { "link": 460, "name": "samples", "type": "LATENT" } ], "mode": 4, "order": 51, "outputs": [ { "links": [ 458 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 2470, 1980 ], "properties": { "Node name for S&R": "LatentCut", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 210, 106 ], "type": "LatentCut", "widgets_values": [ "t", 0, 1 ] }, { "bgcolor": "#353", "color": "#232", "flags": {}, "id": 159, "inputs": [ { "link": 461, "name": "clip", "type": "CLIP" } ], "mode": 4, "order": 34, "outputs": [ { "links": [ 449, 463, 476, 488 ], "name": "CONDITIONING", "slot_index": 0, "type": "CONDITIONING" } ], "pos": [ 370, 1790 ], "properties": { "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 422.84503173828125, 164.31304931640625 ], "title": "CLIP Text Encode (Positive Prompt)", "type": "CLIPTextEncode", "widgets_values": [ "The man is playing the guitar. He looks down at his hands playing the guitar and sings affectionately and gently." ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 163, "inputs": [], "mode": 4, "order": 13, "outputs": [], "pos": [ 2720, 1920 ], "properties": {}, "size": [ 220, 90 ], "type": "Note", "widgets_values": [ "Stupid hack to fix the first frame being overbaked by the VAE, double the first frame and remove it after decoding." ] }, { "flags": {}, "id": 165, "inputs": [ { "link": 462, "name": "model", "type": "MODEL" }, { "link": 463, "name": "positive", "type": "CONDITIONING" }, { "link": 464, "name": "negative", "type": "CONDITIONING" }, { "link": 465, "name": "vae", "type": "VAE" }, { "link": 466, "name": "video_latent", "type": "LATENT" }, { "link": 467, "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 468, "name": "ref_image", "type": "IMAGE" }, { "link": null, "name": "control_video", "type": "IMAGE" }, { "link": 469, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 470, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } }, { "link": 471, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 4, "order": 47, "outputs": [ { "links": [ 491 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 1820, 1790 ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 280, 318 ], "type": "d7670b5a-34e9-40f6-ac84-ec52996e52f3", "widgets_values": [ 250, 10, 6, "uni_pc", "simple", 77 ] }, { "flags": {}, "id": 166, "inputs": [], "mode": 4, "order": 14, "outputs": [ { "links": [ 454, 471, 484, 496 ], "name": "INT", "type": "INT" } ], "pos": [ 420, 2480 ], "properties": { "Node name for S&R": "PrimitiveInt", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 82 ], "title": "Chunk Length", "type": "PrimitiveInt", "widgets_values": [ 77, "fixed" ] }, { "flags": {}, "id": 167, "inputs": [ { "link": 472, "name": "images", "type": "IMAGE" }, { "link": 473, "name": "audio", "shape": 7, "type": "AUDIO" } ], "mode": 4, "order": 59, "outputs": [ { "links": [ 474 ], "name": "VIDEO", "type": "VIDEO" } ], "pos": [ 2430, 2170 ], "properties": { "Node name for S&R": "CreateVideo", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 270, 80 ], "type": "CreateVideo", "widgets_values": [ 16 ] }, { "flags": { "collapsed": false }, "id": 169, "inputs": [], "mode": 4, "order": 15, "outputs": [ { "links": [ 457 ], "name": "INT", "type": "INT" } ], "pos": [ 420, 2340 ], "properties": { "Node name for S&R": "PrimitiveInt", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 90 ], "title": "Batch sizes", "type": "PrimitiveInt", "widgets_values": [ 3, "fixed" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 171, "inputs": [], "mode": 4, "order": 16, "outputs": [], "pos": [ 770, 2340 ], "properties": {}, "size": [ 300, 320 ], "title": "Batch sizes", "type": "MarkdownNote", "widgets_values": [ "## Batch sizes\nBatch sizes depend on how many Video S2V Extend subgraphs you have added to the workflow.\n\nEach Video S2V Extend subgraph will add 77 frames to the final output.\n\nExample:\n\nIf you added 1 Video S2V Extend subgraph, you should set the batch size to 2.\n\nWe added 2 Video S2V Extend subgraphs, so the batch size value is 3.\n\n## Chunk length\n\n77 is the default length from the WAN2.2S2V official code. This model needs at least 73 frames. If you set the value too high, it might cause an out-of-memory issue.\n\nSo you can just leave 77 as it is." ] }, { "flags": {}, "id": 172, "inputs": [ { "link": 475, "name": "model", "type": "MODEL" }, { "link": 476, "name": "positive", "type": "CONDITIONING" }, { "link": 477, "name": "negative", "type": "CONDITIONING" }, { "link": 478, "name": "vae", "type": "VAE" }, { "link": 479, "name": "video_latent", "type": "LATENT" }, { "link": 480, "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 481, "name": "ref_image", "type": "IMAGE" }, { "link": null, "name": "control_video", "type": "IMAGE" }, { "link": 482, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 483, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } }, { "link": 484, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 4, "order": 45, "outputs": [ { "links": [ 466 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 1520, 1790 ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 280, 318 ], "type": "bdee126d-2d92-4d01-9e74-9118a9d609c5", "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "flags": {}, "id": 173, "inputs": [ { "link": 485, "name": "audio_encoder", "type": "AUDIO_ENCODER" }, { "link": 486, "name": "audio", "type": "AUDIO" } ], "mode": 4, "order": 38, "outputs": [ { "links": [ 452, 467, 480, 492 ], "name": "AUDIO_ENCODER_OUTPUT", "type": "AUDIO_ENCODER_OUTPUT" } ], "pos": [ 1130, 2340 ], "properties": { "Node name for S&R": "AudioEncoderEncode", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 285.087890625, 46 ], "type": "AudioEncoderEncode", "widgets_values": [] }, { "flags": {}, "id": 168, "inputs": [ { "link": 474, "name": "video", "type": "VIDEO" } ], "mode": 4, "order": 61, "outputs": [], "pos": [ 1500, 2320 ], "properties": { "Node name for S&R": "SaveVideo", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 1250, 690 ], "type": "SaveVideo", "widgets_values": [ "video/ComfyUI", "auto", "auto" ] }, { "flags": {}, "id": 177, "inputs": [], "mode": 4, "order": 17, "outputs": [ { "links": [ 447, 469, 482, 494 ], "name": "INT", "type": "INT" } ], "pos": [ 420, 2650 ], "properties": { "Node name for S&R": "PrimitiveInt", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 82 ], "title": "Steps", "type": "PrimitiveInt", "widgets_values": [ 20, "fixed" ] }, { "flags": {}, "id": 178, "inputs": [], "mode": 4, "order": 18, "outputs": [ { "links": [ 448, 470, 483, 495 ], "name": "FLOAT", "type": "FLOAT" } ], "pos": [ 420, 2780 ], "properties": { "Node name for S&R": "PrimitiveFloat", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 306.36004638671875, 58 ], "title": "CFG", "type": "PrimitiveFloat", "widgets_values": [ 6 ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 144, "inputs": [], "mode": 0, "order": 19, "outputs": [], "pos": [ 770, 1140 ], "properties": {}, "size": [ 280, 110 ], "title": "Sampler settings", "type": "MarkdownNote", "widgets_values": [ "| model | Steps | cfg |\n|---------------------|---------------|---------------|\n| With 4 steps lightning LoRA | 4 | 1.0 |\n| Without 4 Steps lightning LoRA | 20 | 6.0 |\n" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 170, "inputs": [], "mode": 4, "order": 20, "outputs": [], "pos": [ 770, 2740 ], "properties": {}, "size": [ 280, 110 ], "title": "Sampler settings", "type": "MarkdownNote", "widgets_values": [ "| model | Steps | cfg |\n|---------------------|---------------|---------------|\n| With 4 steps lightning LoRA | 4 | 1.0 |\n| Without 4 Steps lightning LoRA | 20 | 6.0 |\n" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 179, "inputs": [], "mode": 0, "order": 21, "outputs": [], "pos": [ -520, 1710 ], "properties": {}, "size": [ 400, 90 ], "type": "MarkdownNote", "widgets_values": [ "This is the 20-step workflow. We put it here in case some users don't know how to modify the workflow that with Wan2.2 lightning LoRA. If you want to enable it, box-select the workflow and then use Ctrl+B to enable it." ] }, { "flags": {}, "id": 174, "inputs": [ { "link": 487, "name": "model", "type": "MODEL" }, { "link": 488, "name": "positive", "type": "CONDITIONING" }, { "link": 489, "name": "negative", "type": "CONDITIONING" }, { "link": 490, "name": "vae", "type": "VAE" }, { "link": 491, "name": "video_latent", "type": "LATENT" }, { "link": 492, "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT" }, { "link": 493, "name": "ref_image", "type": "IMAGE" }, { "link": null, "name": "control_video", "type": "IMAGE" }, { "link": 494, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 495, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } }, { "link": 496, "name": "length", "type": "INT", "widget": { "name": "length" } } ], "mode": 4, "order": 49, "outputs": [ { "links": [ 459, 460 ], "name": "LATENT", "type": "LATENT" } ], "pos": [ 2140, 1790 ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 245.37460327148438, 318 ], "type": "51b3a856-6e10-44f8-94d7-2a92a39c9707", "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "flags": {}, "id": 37, "inputs": [], "mode": 0, "order": 22, "outputs": [ { "links": [ 362 ], "name": "MODEL", "slot_index": 0, "type": "MODEL" } ], "pos": [ -80, 150 ], "properties": { "Node name for S&R": "UNETLoader", "cnr_id": "comfy-core", "models": [ { "directory": "diffusion_models", "name": "wan2.2_s2v_14B_fp8_scaled.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_s2v_14B_fp8_scaled.safetensors" } ], "ver": "0.3.54" }, "size": [ 390, 82 ], "type": "UNETLoader", "widgets_values": [ "wan2.2_s2v_14B_fp8_scaled.safetensors", "default" ] }, { "flags": {}, "id": 161, "inputs": [], "mode": 4, "order": 23, "outputs": [ { "links": [ 498 ], "name": "MODEL", "slot_index": 0, "type": "MODEL" } ], "pos": [ -80, 1750 ], "properties": { "Node name for S&R": "UNETLoader", "cnr_id": "comfy-core", "models": [ { "directory": "diffusion_models", "name": "wan2.2_s2v_14B_fp8_scaled.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_s2v_14B_fp8_scaled.safetensors" } ], "ver": "0.3.54" }, "size": [ 390, 82 ], "type": "UNETLoader", "widgets_values": [ "wan2.2_s2v_14B_fp8_scaled.safetensors", "default" ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 112, "inputs": [], "mode": 0, "order": 24, "outputs": [], "pos": [ 390, -200 ], "properties": {}, "size": [ 380, 110 ], "title": "About lightning LoRA", "type": "Note", "widgets_values": [ "Tested all wan2.2 lightning LoRAs; all worked, but many keys didn't match. However, because it reduces generation time a lot, we added this lightning model. If you find the output quality is too bad, you can try the 20 steps workflow without lightning LoRA." ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 181, "inputs": [], "mode": 0, "order": 25, "outputs": [], "pos": [ -90, -60 ], "properties": {}, "size": [ 420, 130 ], "title": "About fp8_scaled and bf16", "type": "MarkdownNote", "widgets_values": [ "You can find both models [Here](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/tree/main/split_files/diffusion_models)\n\n- [wan2.2_s2v_14B_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_s2v_14B_fp8_scaled.safetensors)\n- [wan2.2_s2v_14B_bf16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_s2v_14B_bf16.safetensors)\n\nThis template is using wan2.2_s2v_14B_fp8_scaled.safetensors, which requires less VRAM. But you can try wan2.2_s2v_14B_bf16.safetensors to reduce degradation." ] }, { "flags": {}, "id": 3, "inputs": [ { "link": 111, "name": "model", "type": "MODEL" }, { "link": 257, "name": "positive", "type": "CONDITIONING" }, { "link": 258, "name": "negative", "type": "CONDITIONING" }, { "link": 259, "name": "latent_image", "type": "LATENT" }, { "link": 319, "name": "steps", "type": "INT", "widget": { "name": "steps" } }, { "link": 348, "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" } } ], "mode": 0, "order": 42, "outputs": [ { "links": [ 189 ], "name": "LATENT", "slot_index": 0, "type": "LATENT" } ], "pos": [ 1160, 150 ], "properties": { "Node name for S&R": "KSampler", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 280, 440 ], "type": "KSampler", "widgets_values": [ 20, "randomize", 10, 6, "uni_pc", "simple", 1 ] }, { "bgcolor": "#000", "color": "#432", "flags": {}, "id": 108, "inputs": [], "mode": 0, "order": 26, "outputs": [], "pos": [ -590, 110 ], "properties": {}, "size": [ 480, 500 ], "title": "Model Links", "type": "MarkdownNote", "widgets_values": [ "[Tutorial](https://docs.comfy.org/tutorials/video/wan/wan2-2-s2v\n) \n\n**diffusion_models** \n- [wan2.2_s2v_14B_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_s2v_14B_fp8_scaled.safetensors)\n- [wan2.2_s2v_14B_bf16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_s2v_14B_bf16.safetensors)\n\n**audio_encoders**\n- [wav2vec2_large_english_fp16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/audio_encoders/wav2vec2_large_english_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_encoders** \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\n```\nComfyUI/\n├───📂 models/\n│ ├───📂 diffusion_models/\n│ │ ├─── wan2.2_s2v_14B_fp8_scaled.safetensors\n│ │ └─── wan2.2_s2v_14B_bf16.safetensors # The bf16 model will cause less degradation\n│ ├───📂 text_encoders/\n│ │ └─── umt5_xxl_fp8_e4m3fn_scaled.safetensors \n│ ├───📂 audio_encoders/ # Create one if you can't find this folder\n│ │ └─── wav2vec2_large_english_fp16.safetensors \n│ └───📂 vae/\n│ └── wan_2.1_vae.safetensors\n```\n" ] }, { "flags": {}, "id": 58, "inputs": [], "mode": 0, "order": 27, "outputs": [ { "links": [ 121, 198 ], "name": "AUDIO", "type": "AUDIO" } ], "pos": [ -60, 750 ], "properties": { "Node name for S&R": "LoadAudio", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 360, 140 ], "type": "LoadAudio", "widgets_values": [ "video_wan2_2_14B_s2v_input_audio.MP3", null, null ] }, { "flags": {}, "id": 52, "inputs": [], "mode": 0, "order": 28, "outputs": [ { "links": [ 252, 261, 262, 264 ], "name": "IMAGE", "slot_index": 0, "type": "IMAGE" }, { "links": null, "name": "MASK", "slot_index": 1, "type": "MASK" } ], "pos": [ -60, 940 ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 360, 314 ], "type": "LoadImage", "widgets_values": [ "video_wan2_2_14B_s2v_reference_image.jpg", "image" ] }, { "flags": {}, "id": 162, "inputs": [], "mode": 4, "order": 29, "outputs": [ { "links": [ 473, 486 ], "name": "AUDIO", "type": "AUDIO" } ], "pos": [ -60, 2350 ], "properties": { "Node name for S&R": "LoadAudio", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 360, 140 ], "type": "LoadAudio", "widgets_values": [ "video_wan2_2_14B_s2v_input_audio.MP3", null, null ] }, { "flags": {}, "id": 160, "inputs": [], "mode": 4, "order": 30, "outputs": [ { "links": [ 453, 468, 481, 493 ], "name": "IMAGE", "slot_index": 0, "type": "IMAGE" }, { "links": null, "name": "MASK", "slot_index": 1, "type": "MASK" } ], "pos": [ -60, 2540 ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "ver": "0.3.54" }, "size": [ 360, 314 ], "type": "LoadImage", "widgets_values": [ "video_wan2_2_14B_s2v_reference_image.jpg", "image" ] } ], "revision": 0, "version": 0.4 }