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4096 ] }, { "id": 95, "type": "LatentConcat", "pos": [ 2470, 260 ], "size": [ 210, 78 ], "flags": {}, "order": 52, "mode": 0, "inputs": [ { "name": "samples1", "type": "LATENT", "link": 269 }, { "name": "samples2", "type": "LATENT", "link": 280 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 271 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LatentConcat" }, "widgets_values": [ "t" ] }, { "id": 94, "type": "LatentCut", "pos": [ 2470, 380 ], "size": [ 210, 106 ], "flags": {}, "order": 50, "mode": 0, "inputs": [ { "name": "samples", "type": "LATENT", "link": 279 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 269 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LatentCut" }, "widgets_values": [ "t", 0, 1 ] }, { "id": 6, "type": "CLIPTextEncode", "pos": [ 370, 190 ], "size": [ 422.84503173828125, 164.31304931640625 ], "flags": {}, "order": 31, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 74 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "slot_index": 0, "links": [ 190, 202, 211, 254 ] } ], "title": "CLIP Text Encode (Positive Prompt)", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "The man is playing the guitar. He looks down at his hands playing the guitar and sings affectionately and gently." ], "color": "#232", "bgcolor": "#353" }, { "id": 99, "type": "Note", "pos": [ 2720, 320 ], "size": [ 220, 90 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Stupid hack to fix the first frame being overbaked by the VAE, double the first frame and remove it after decoding." ], "color": "#432", "bgcolor": "#653" }, { "id": 85, "type": "866cdb67-cb97-4a54-8738-e9ece4f5f25f", "pos": [ 1820, 190 ], "size": [ 280, 318 ], "flags": {}, "order": 46, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 201 }, { "name": "positive", "type": "CONDITIONING", "link": 202 }, { "name": "negative", "type": "CONDITIONING", "link": 203 }, { "name": "vae", "type": "VAE", "link": 283 }, { "name": "video_latent", "type": "LATENT", "link": 207 }, { "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT", "link": 206 }, { "name": "ref_image", "type": "IMAGE", "link": 262 }, { "name": "control_video", "type": "IMAGE", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 317 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 350 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 333 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 216 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "widgets_values": [ 250, 10, 6, "uni_pc", "simple", 77 ] }, { "id": 104, "type": "PrimitiveInt", "pos": [ 420, 880 ], "size": [ 306.36004638671875, 82 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 332, 333, 334, 335 ] } ], "title": "Chunk Length", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "PrimitiveInt" }, "widgets_values": [ 77, "fixed" ] }, { "id": 82, "type": "CreateVideo", "pos": [ 2430, 570 ], "size": [ 270, 80 ], "flags": {}, "order": 58, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 273 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": 198 } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 364 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "CreateVideo" }, "widgets_values": [ 16 ] }, { "id": 113, "type": "SaveVideo", "pos": [ 1500, 720 ], "size": [ 1250, 690 ], "flags": {}, "order": 60, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 364 } ], "outputs": [], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "SaveVideo" }, "widgets_values": [ "video/ComfyUI", "auto", "auto" ] }, { "id": 100, "type": "PrimitiveInt", "pos": [ 420, 740 ], "size": [ 306.36004638671875, 90 ], "flags": { "collapsed": false }, "order": 5, "mode": 0, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 287 ] } ], "title": "Batch sizes", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "PrimitiveInt" }, "widgets_values": [ 3, "fixed" ] }, { "id": 145, "type": "MarkdownNote", "pos": [ 770, 740 ], "size": [ 300, 320 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [], "title": "Batch sizes", "properties": {}, "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." ], "color": "#432", "bgcolor": "#653" }, { "id": 79, "type": "ad3f1d6b-f6de-4f22-abcf-caeed4bf8ce4", "pos": [ 1520, 190 ], "size": [ 280, 318 ], "flags": {}, "order": 44, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 188 }, { "name": "positive", "type": "CONDITIONING", "link": 190 }, { "name": "negative", "type": "CONDITIONING", "link": 191 }, { "name": "vae", "type": "VAE", "link": 282 }, { "name": "video_latent", "type": "LATENT", "link": 189 }, { "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT", "link": 193 }, { "name": "ref_image", "type": "IMAGE", "link": 261 }, { "name": "control_video", "type": "IMAGE", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 316 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 349 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 332 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 207 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "id": 56, "type": "AudioEncoderEncode", "pos": [ 1130, 740 ], "size": [ 285.087890625, 46 ], "flags": {}, "order": 37, "mode": 0, "inputs": [ { "name": "audio_encoder", "type": "AUDIO_ENCODER", "link": 120 }, { "name": "audio", "type": "AUDIO", "link": 121 } ], "outputs": [ { "name": "AUDIO_ENCODER_OUTPUT", "type": "AUDIO_ENCODER_OUTPUT", "links": [ 193, 206, 215, 253 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "AudioEncoderEncode" }, "widgets_values": [] }, { "id": 87, "type": "92cfa20b-adb6-4f00-8596-f14b534cf926", "pos": [ 2140, 190 ], "size": [ 245.37460327148438, 318 ], "flags": {}, "order": 48, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 210 }, { "name": "positive", "type": "CONDITIONING", "link": 211 }, { "name": "negative", "type": "CONDITIONING", "link": 212 }, { "name": "vae", "type": "VAE", "link": 284 }, { "name": "video_latent", "type": "LATENT", "link": 216 }, { "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT", "link": 215 }, { "name": "ref_image", "type": "IMAGE", "link": 264 }, { "name": "control_video", "type": "IMAGE", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 318 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 351 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 334 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 279, 280 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "id": 111, "type": "Note", "pos": [ 2060, -80 ], "size": [ 350, 140 ], "flags": {}, "order": 7, "mode": 0, "inputs": [], "outputs": [], "title": "! 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{ "name": "length" }, "link": 454 } ], "outputs": [ { "name": "positive", "type": "CONDITIONING", "links": [ 444 ] }, { "name": "negative", "type": "CONDITIONING", "links": [ 445 ] }, { "name": "latent", "type": "LATENT", "links": [ 446 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "WanSoundImageToVideo" }, "widgets_values": [ 640, 640, 77, 1 ] }, { "id": 154, "type": "ModelSamplingSD3", "pos": [ 890, 1760 ], "size": [ 250, 60 ], "flags": {}, "order": 36, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 498 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 443, 462, 475, 487 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "ModelSamplingSD3" }, "widgets_values": [ 8 ] }, { "id": 155, "type": "ImageFromBatch", "pos": [ 2730, 1770 ], "size": [ 210, 82 ], "flags": {}, "order": 57, "mode": 4, "inputs": [ { "name": "image", "type": "IMAGE", "link": 456 }, { "name": "batch_index", "type": "INT", "widget": { "name": "batch_index" }, "link": 457 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 472 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "ImageFromBatch" }, "widgets_values": [ 0, 4096 ] }, { "id": 156, "type": "LatentConcat", "pos": [ 2470, 1860 ], "size": [ 210, 78 ], "flags": {}, "order": 53, "mode": 4, "inputs": [ { "name": "samples1", "type": "LATENT", "link": 458 }, { "name": "samples2", "type": "LATENT", "link": 459 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 440 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LatentConcat" }, "widgets_values": [ "t" ] }, { "id": 157, "type": "LatentCut", "pos": [ 2470, 1980 ], "size": [ 210, 106 ], "flags": {}, "order": 51, "mode": 4, "inputs": [ { "name": "samples", "type": "LATENT", "link": 460 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 458 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LatentCut" }, "widgets_values": [ "t", 0, 1 ] }, { "id": 159, "type": "CLIPTextEncode", "pos": [ 370, 1790 ], "size": [ 422.84503173828125, 164.31304931640625 ], "flags": {}, "order": 34, "mode": 4, "inputs": [ { "name": "clip", "type": "CLIP", "link": 461 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "slot_index": 0, "links": [ 449, 463, 476, 488 ] } ], "title": "CLIP Text Encode (Positive Prompt)", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "The man is playing the guitar. He looks down at his hands playing the guitar and sings affectionately and gently." ], "color": "#232", "bgcolor": "#353" }, { "id": 163, "type": "Note", "pos": [ 2720, 1920 ], "size": [ 220, 90 ], "flags": {}, "order": 13, "mode": 4, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "Stupid hack to fix the first frame being overbaked by the VAE, double the first frame and remove it after decoding." ], "color": "#432", "bgcolor": "#653" }, { "id": 165, "type": "d7670b5a-34e9-40f6-ac84-ec52996e52f3", "pos": [ 1820, 1790 ], "size": [ 280, 318 ], "flags": {}, "order": 47, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 462 }, { "name": "positive", "type": "CONDITIONING", "link": 463 }, { "name": "negative", "type": "CONDITIONING", "link": 464 }, { "name": "vae", "type": "VAE", "link": 465 }, { "name": "video_latent", "type": "LATENT", "link": 466 }, { "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT", "link": 467 }, { "name": "ref_image", "type": "IMAGE", "link": 468 }, { "name": "control_video", "type": "IMAGE", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 469 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 470 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 471 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 491 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "widgets_values": [ 250, 10, 6, "uni_pc", "simple", 77 ] }, { "id": 166, "type": "PrimitiveInt", "pos": [ 420, 2480 ], "size": [ 306.36004638671875, 82 ], "flags": {}, "order": 14, "mode": 4, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 454, 471, 484, 496 ] } ], "title": "Chunk Length", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "PrimitiveInt" }, "widgets_values": [ 77, "fixed" ] }, { "id": 167, "type": "CreateVideo", "pos": [ 2430, 2170 ], "size": [ 270, 80 ], "flags": {}, "order": 59, "mode": 4, "inputs": [ { "name": "images", "type": "IMAGE", "link": 472 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": 473 } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 474 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "CreateVideo" }, "widgets_values": [ 16 ] }, { "id": 169, "type": "PrimitiveInt", "pos": [ 420, 2340 ], "size": [ 306.36004638671875, 90 ], "flags": { "collapsed": false }, "order": 15, "mode": 4, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 457 ] } ], "title": "Batch sizes", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "PrimitiveInt" }, "widgets_values": [ 3, "fixed" ] }, { "id": 171, "type": "MarkdownNote", "pos": [ 770, 2340 ], "size": [ 300, 320 ], "flags": {}, "order": 16, "mode": 4, "inputs": [], "outputs": [], "title": "Batch sizes", "properties": {}, "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." ], "color": "#432", "bgcolor": "#653" }, { "id": 172, "type": "bdee126d-2d92-4d01-9e74-9118a9d609c5", "pos": [ 1520, 1790 ], "size": [ 280, 318 ], "flags": {}, "order": 45, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 475 }, { "name": "positive", "type": "CONDITIONING", "link": 476 }, { "name": "negative", "type": "CONDITIONING", "link": 477 }, { "name": "vae", "type": "VAE", "link": 478 }, { "name": "video_latent", "type": "LATENT", "link": 479 }, { "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT", "link": 480 }, { "name": "ref_image", "type": "IMAGE", "link": 481 }, { "name": "control_video", "type": "IMAGE", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 482 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 483 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 484 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 466 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "id": 173, "type": "AudioEncoderEncode", "pos": [ 1130, 2340 ], "size": [ 285.087890625, 46 ], "flags": {}, "order": 38, "mode": 4, "inputs": [ { "name": "audio_encoder", "type": "AUDIO_ENCODER", "link": 485 }, { "name": "audio", "type": "AUDIO", "link": 486 } ], "outputs": [ { "name": "AUDIO_ENCODER_OUTPUT", "type": "AUDIO_ENCODER_OUTPUT", "links": [ 452, 467, 480, 492 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "AudioEncoderEncode" }, "widgets_values": [] }, { "id": 168, "type": "SaveVideo", "pos": [ 1500, 2320 ], "size": [ 1250, 690 ], "flags": {}, "order": 61, "mode": 4, "inputs": [ { "name": "video", "type": "VIDEO", "link": 474 } ], "outputs": [], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "SaveVideo" }, "widgets_values": [ "video/ComfyUI", "auto", "auto" ] }, { "id": 177, "type": "PrimitiveInt", "pos": [ 420, 2650 ], "size": [ 306.36004638671875, 82 ], "flags": {}, "order": 17, "mode": 4, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 447, 469, 482, 494 ] } ], "title": "Steps", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "PrimitiveInt" }, "widgets_values": [ 20, "fixed" ] }, { "id": 178, "type": "PrimitiveFloat", "pos": [ 420, 2780 ], "size": [ 306.36004638671875, 58 ], "flags": {}, "order": 18, "mode": 4, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 448, 470, 483, 495 ] } ], "title": "CFG", "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "PrimitiveFloat" }, "widgets_values": [ 6 ] }, { "id": 144, "type": "MarkdownNote", "pos": [ 770, 1140 ], "size": [ 280, 110 ], "flags": {}, "order": 19, "mode": 0, "inputs": [], "outputs": [], "title": "Sampler settings", "properties": {}, "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" ], "color": "#432", "bgcolor": "#653" }, { "id": 170, "type": "MarkdownNote", "pos": [ 770, 2740 ], "size": [ 280, 110 ], "flags": {}, "order": 20, "mode": 4, "inputs": [], "outputs": [], "title": "Sampler settings", "properties": {}, "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" ], "color": "#432", "bgcolor": "#653" }, { "id": 179, "type": "MarkdownNote", "pos": [ -520, 1710 ], "size": [ 400, 90 ], "flags": {}, "order": 21, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "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." ], "color": "#432", "bgcolor": "#653" }, { "id": 174, "type": "51b3a856-6e10-44f8-94d7-2a92a39c9707", "pos": [ 2140, 1790 ], "size": [ 245.37460327148438, 318 ], "flags": {}, "order": 49, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 487 }, { "name": "positive", "type": "CONDITIONING", "link": 488 }, { "name": "negative", "type": "CONDITIONING", "link": 489 }, { "name": "vae", "type": "VAE", "link": 490 }, { "name": "video_latent", "type": "LATENT", "link": 491 }, { "name": "audio_encoder_output", "type": "AUDIO_ENCODER_OUTPUT", "link": 492 }, { "name": "ref_image", "type": "IMAGE", "link": 493 }, { "name": "control_video", "type": "IMAGE", "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 494 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 495 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 496 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 459, 460 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54" }, "widgets_values": [ 1, 10, 6, "uni_pc", "simple", 77 ] }, { "id": 37, "type": "UNETLoader", "pos": [ -80, 150 ], "size": [ 390, 82 ], "flags": {}, "order": 22, "mode": 0, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 362 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "UNETLoader", "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", "directory": "diffusion_models" } ] }, "widgets_values": [ "wan2.2_s2v_14B_fp8_scaled.safetensors", "default" ] }, { "id": 161, "type": "UNETLoader", "pos": [ -80, 1750 ], "size": [ 390, 82 ], "flags": {}, "order": 23, "mode": 4, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 498 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "UNETLoader", "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", "directory": "diffusion_models" } ] }, "widgets_values": [ "wan2.2_s2v_14B_fp8_scaled.safetensors", "default" ] }, { "id": 112, "type": "Note", "pos": [ 390, -200 ], "size": [ 380, 110 ], "flags": {}, "order": 24, "mode": 0, "inputs": [], "outputs": [], "title": "About lightning LoRA", "properties": {}, "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." ], "color": "#432", "bgcolor": "#653" }, { "id": 181, "type": "MarkdownNote", "pos": [ -90, -60 ], "size": [ 420, 130 ], "flags": {}, "order": 25, "mode": 0, "inputs": [], "outputs": [], "title": "About fp8_scaled and bf16", "properties": {}, "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." ], "color": "#432", "bgcolor": "#653" }, { "id": 3, "type": "KSampler", "pos": [ 1160, 150 ], "size": [ 280, 440 ], "flags": {}, "order": 42, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 111 }, { "name": "positive", "type": "CONDITIONING", "link": 257 }, { "name": "negative", "type": "CONDITIONING", "link": 258 }, { "name": "latent_image", "type": "LATENT", "link": 259 }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 319 }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 348 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "slot_index": 0, "links": [ 189 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "KSampler" }, "widgets_values": [ 20, "randomize", 10, 6, "uni_pc", "simple", 1 ] }, { "id": 108, "type": "MarkdownNote", "pos": [ -590, 110 ], "size": [ 480, 500 ], "flags": {}, "order": 26, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links", "properties": {}, "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" ], "color": "#432", "bgcolor": "#653" }, { "id": 58, "type": "LoadAudio", "pos": [ -60, 750 ], "size": [ 360, 140 ], "flags": {}, "order": 27, "mode": 0, "inputs": [], "outputs": [ { "name": "AUDIO", "type": "AUDIO", "links": [ 121, 198 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LoadAudio" }, "widgets_values": [ "video_wan2_2_14B_s2v_input_audio.MP3", null, null ] }, { "id": 52, "type": "LoadImage", "pos": [ -60, 940 ], "size": [ 360, 314 ], "flags": {}, "order": 28, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "slot_index": 0, "links": [ 252, 261, 262, 264 ] }, { "name": "MASK", "type": "MASK", "slot_index": 1, "links": null } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LoadImage" }, "widgets_values": [ "video_wan2_2_14B_s2v_reference_image.jpg", "image" ] }, { "id": 162, "type": "LoadAudio", "pos": [ -60, 2350 ], "size": [ 360, 140 ], "flags": {}, "order": 29, "mode": 4, "inputs": [], "outputs": [ { "name": "AUDIO", "type": "AUDIO", "links": [ 473, 486 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.54", "Node name for S&R": "LoadAudio" }, "widgets_values": [ "video_wan2_2_14B_s2v_input_audio.MP3", null, null ] }, { "id": 160, "type": "LoadImage", "pos": [ -60, 2540 ], "size": [ 360, 314 ], "flags": {}, "order": 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