{
  "5428": {
    "inputs": {
      "file": "4s_video.mp4",
      "video-preview": ""
    },
    "class_type": "LoadVideo",
    "_meta": {
      "title": "Load Video"
    }
  },
  "5429": {
    "inputs": {
      "filename_prefix": "output",
      "format": "auto",
      "codec": "auto",
      "video": [
        "5430:4849",
        0
      ]
    },
    "class_type": "SaveVideo",
    "_meta": {
      "title": "Save Video"
    }
  },
  "5431": {
    "inputs": {
      "samples": [
        "5430:5015",
        2
      ],
      "vae": [
        "5430:5341:5434",
        0
      ]
    },
    "class_type": "VAEDecode",
    "_meta": {
      "title": "VAE Decode"
    }
  },
  "5432": {
    "inputs": {
      "audio": "tts_4s.wav",
      "start_time": 0,
      "duration": 0
    },
    "class_type": "VHS_LoadAudioUpload",
    "_meta": {
      "title": "Load Audio (Upload)🎥🅥🅗🅢"
    }
  },
  "5430:4832": {
    "inputs": {
      "noise_seed": 909452626819190
    },
    "class_type": "RandomNoise",
    "_meta": {
      "title": "RandomNoise"
    }
  },
  "5430:4984": {
    "inputs": {
      "sigmas": "1.0, 0.99375, 0.9875, 0.98125, 0.975, 0.909375, 0.725, 0.421875, 0.0"
    },
    "class_type": "ManualSigmas",
    "_meta": {
      "title": "ManualSigmas"
    }
  },
  "5430:4976": {
    "inputs": {
      "sampler_name": "euler"
    },
    "class_type": "KSamplerSelect",
    "_meta": {
      "title": "KSamplerSelect"
    }
  },
  "5430:4967": {
    "inputs": {
      "noise_seed": 546756057906443
    },
    "class_type": "RandomNoise",
    "_meta": {
      "title": "RandomNoise"
    }
  },
  "5430:4985": {
    "inputs": {
      "sigmas": "0.909375, 0.725, 0.421875, 0.0"
    },
    "class_type": "ManualSigmas",
    "_meta": {
      "title": "ManualSigmas"
    }
  },
  "5430:5341:5432": {
    "inputs": {
      "model_name": "ltx-2.3-spatial-upscaler-x2-1.1.safetensors"
    },
    "class_type": "LatentUpscaleModelLoader",
    "_meta": {
      "title": "Load Latent Upscale Model"
    }
  },
  "5430:5341:5433": {
    "inputs": {
      "vae_name": "LTX23_audio_vae_bf16.safetensors",
      "device": "main_device",
      "weight_dtype": "bf16"
    },
    "class_type": "VAELoaderKJ",
    "_meta": {
      "title": "VAELoader KJ"
    }
  },
  "5430:5341:5434": {
    "inputs": {
      "vae_name": "LTX23_video_vae_bf16.safetensors",
      "device": "main_device",
      "weight_dtype": "bf16"
    },
    "class_type": "VAELoaderKJ",
    "_meta": {
      "title": "VAELoader KJ"
    }
  },
  "5430:5341:5431": {
    "inputs": {
      "clip_name1": "gemma_3_12B_it_fpmixed.safetensors",
      "clip_name2": "ltx-2.3_text_projection_bf16.safetensors",
      "type": "ltxv",
      "device": "default"
    },
    "class_type": "DualCLIPLoader",
    "_meta": {
      "title": "DualCLIPLoader"
    }
  },
  "5430:5341:5423": {
    "inputs": {
      "unet_name": "ltx-2.3-22b-distilled-1.1_transformer_only_fp8_scaled.safetensors",
      "weight_dtype": "default"
    },
    "class_type": "UNETLoader",
    "_meta": {
      "title": "Load Diffusion Model"
    }
  },
  "5430:4831": {
    "inputs": {
      "sampler_name": "euler"
    },
    "class_type": "KSamplerSelect",
    "_meta": {
      "title": "KSamplerSelect"
    }
  },
  "5430:5010": {
    "inputs": {
      "video": [
        "5428",
        0
      ]
    },
    "class_type": "GetVideoComponents",
    "_meta": {
      "title": "Get Video Components"
    }
  },
  "5430:5005": {
    "inputs": {
      "audio": [
        "5432",
        0
      ],
      "audio_vae": [
        "5430:5341:5433",
        0
      ]
    },
    "class_type": "LTXVAudioVAEEncode",
    "_meta": {
      "title": "LTXV Audio VAE Encode"
    }
  },
  "5430:2612": {
    "inputs": {
      "text": "pc game, console game, video game, cartoon, childish, ugly",
      "clip": [
        "5430:5341:5431",
        0
      ]
    },
    "class_type": "CLIPTextEncode",
    "_meta": {
      "title": "CLIP Text Encode (Negative Prompt)"
    }
  },
  "5430:2483": {
    "inputs": {
      "text": "\"hi how are you?\"",
      "clip": [
        "5430:5341:5431",
        0
      ]
    },
    "class_type": "CLIPTextEncode",
    "_meta": {
      "title": "CLIP Text Encode (Positive Prompt)"
    }
  },
  "5430:5012": {
    "inputs": {
      "lora_name": "ltx-2.3-22b-ic-lora-lipdub-0.9.safetensors",
      "strength_model": 1,
      "model": [
        "5430:5341:5423",
        0
      ]
    },
    "class_type": "LTXICLoRALoaderModelOnly",
    "_meta": {
      "title": "🅛🅣🅧 IC-LoRA Loader Model Only"
    }
  },
  "5430:5023": {
    "inputs": {
      "image": [
        "5430:5010",
        0
      ]
    },
    "class_type": "GetImageSizeAndCount",
    "_meta": {
      "title": "Get Image Size & Count"
    }
  },
  "5430:5368": {
    "inputs": {
      "upscale_method": "nearest-exact",
      "scale_by": 1,
      "image": [
        "5430:5010",
        0
      ]
    },
    "class_type": "ImageScaleBy",
    "_meta": {
      "title": "Upscale Image By"
    }
  },
  "5430:5000": {
    "inputs": {
      "a": [
        "5430:5010",
        2
      ]
    },
    "class_type": "LTXFloatToInt",
    "_meta": {
      "title": "🅛🅣🅧 Float To Int"
    }
  },
  "5430:1241": {
    "inputs": {
      "frame_rate": [
        "5430:5010",
        2
      ],
      "positive": [
        "5430:2483",
        0
      ],
      "negative": [
        "5430:2612",
        0
      ]
    },
    "class_type": "LTXVConditioning",
    "_meta": {
      "title": "LTXVConditioning"
    }
  },
  "5430:5025": {
    "inputs": {
      "expression": "(int((a - 1) / 8)) * 8 + 1",
      "values.a": [
        "5430:5023",
        3
      ]
    },
    "class_type": "ComfyMathExpression",
    "_meta": {
      "title": "Math Expression"
    }
  },
  "5430:5379": {
    "inputs": {
      "indexes": "0",
      "err_if_missing": true,
      "err_if_empty": true,
      "image": [
        "5430:5368",
        0
      ]
    },
    "class_type": "VHS_SelectImages",
    "_meta": {
      "title": "Select Images 🎥🅥🅗🅢"
    }
  },
  "5430:3980": {
    "inputs": {
      "frames_number": [
        "5430:5025",
        1
      ],
      "frame_rate": [
        "5430:5000",
        0
      ],
      "batch_size": 1,
      "audio_vae": [
        "5430:5341:5433",
        0
      ]
    },
    "class_type": "LTXVEmptyLatentAudio",
    "_meta": {
      "title": "LTXV Empty Latent Audio"
    }
  },
  "5430:5369": {
    "inputs": {
      "image": [
        "5430:5379",
        0
      ]
    },
    "class_type": "GetImageSize",
    "_meta": {
      "title": "Get Image Size"
    }
  },
  "5430:3059": {
    "inputs": {
      "width": [
        "5430:5369",
        0
      ],
      "height": [
        "5430:5369",
        1
      ],
      "length": [
        "5430:5025",
        1
      ],
      "batch_size": 1
    },
    "class_type": "EmptyLTXVLatentVideo",
    "_meta": {
      "title": "EmptyLTXVLatentVideo"
    }
  },
  "5430:5004": {
    "inputs": {
      "frame_idx": 0,
      "strength": 1,
      "latent_downscale_factor": 1,
      "crop": "disabled",
      "use_tiled_encode": true,
      "tile_size": 256,
      "tile_overlap": 64,
      "positive": [
        "5430:1241",
        0
      ],
      "negative": [
        "5430:1241",
        1
      ],
      "vae": [
        "5430:5341:5434",
        0
      ],
      "latent": [
        "5430:3059",
        0
      ],
      "image": [
        "5430:5379",
        0
      ]
    },
    "class_type": "LTXAddVideoICLoRAGuide",
    "_meta": {
      "title": "🅛🅣🅧 Add Video IC-LoRA Guide"
    }
  },
  "5430:5006": {
    "inputs": {
      "positive": [
        "5430:5004",
        0
      ],
      "negative": [
        "5430:5004",
        1
      ],
      "audio_latent": [
        "5430:5005",
        0
      ]
    },
    "class_type": "LTXVSetAudioRefTokens",
    "_meta": {
      "title": "🅛🅣🅧 Set Audio Ref Tokens"
    }
  },
  "5430:4528": {
    "inputs": {
      "video_latent": [
        "5430:5004",
        2
      ],
      "audio_latent": [
        "5430:3980",
        0
      ]
    },
    "class_type": "LTXVConcatAVLatent",
    "_meta": {
      "title": "LTXVConcatAVLatent"
    }
  },
  "5430:4828": {
    "inputs": {
      "cfg": 1,
      "model": [
        "5430:5012",
        0
      ],
      "positive": [
        "5430:5006",
        0
      ],
      "negative": [
        "5430:5006",
        1
      ]
    },
    "class_type": "CFGGuider",
    "_meta": {
      "title": "CFGGuider"
    }
  },
  "5430:4829": {
    "inputs": {
      "noise": [
        "5430:4832",
        0
      ],
      "guider": [
        "5430:4828",
        0
      ],
      "sampler": [
        "5430:4831",
        0
      ],
      "sigmas": [
        "5430:4984",
        0
      ],
      "latent_image": [
        "5430:4528",
        0
      ]
    },
    "class_type": "SamplerCustomAdvanced",
    "_meta": {
      "title": "1st SamplerCustomAdvanced"
    }
  },
  "5430:4845": {
    "inputs": {
      "av_latent": [
        "5430:4829",
        0
      ]
    },
    "class_type": "LTXVSeparateAVLatent",
    "_meta": {
      "title": "LTXVSeparateAVLatent"
    }
  },
  "5430:5011": {
    "inputs": {
      "positive": [
        "5430:5004",
        0
      ],
      "negative": [
        "5430:5004",
        1
      ],
      "latent": [
        "5430:4845",
        0
      ]
    },
    "class_type": "LTXVCropGuides",
    "_meta": {
      "title": "LTXVCropGuides"
    }
  },
  "5430:5371": {
    "inputs": {
      "anything": [
        "5430:4845",
        1
      ]
    },
    "class_type": "easy cleanGpuUsed",
    "_meta": {
      "title": "Clean VRAM Used"
    }
  },
  "5430:5372": {
    "inputs": {
      "anything": [
        "5430:5011",
        2
      ]
    },
    "class_type": "easy cleanGpuUsed",
    "_meta": {
      "title": "Clean VRAM Used"
    }
  },
  "5430:5013": {
    "inputs": {
      "positive": [
        "5430:5011",
        0
      ],
      "negative": [
        "5430:5011",
        1
      ],
      "audio_latent": [
        "5430:5371",
        0
      ]
    },
    "class_type": "LTXVSetAudioRefTokens",
    "_meta": {
      "title": "🅛🅣🅧 Set Audio Ref Tokens"
    }
  },
  "5430:4975": {
    "inputs": {
      "samples": [
        "5430:5372",
        0
      ],
      "upscale_model": [
        "5430:5341:5432",
        0
      ],
      "vae": [
        "5430:5341:5434",
        0
      ]
    },
    "class_type": "LTXVLatentUpsampler",
    "_meta": {
      "title": "LTXVLatentUpsampler"
    }
  },
  "5430:5014": {
    "inputs": {
      "frame_idx": 0,
      "strength": 1,
      "latent_downscale_factor": 1,
      "crop": "disabled",
      "use_tiled_encode": true,
      "tile_size": 256,
      "tile_overlap": 64,
      "positive": [
        "5430:5013",
        0
      ],
      "negative": [
        "5430:5013",
        1
      ],
      "vae": [
        "5430:5341:5434",
        0
      ],
      "latent": [
        "5430:4975",
        0
      ],
      "image": [
        "5430:5379",
        0
      ]
    },
    "class_type": "LTXAddVideoICLoRAGuide",
    "_meta": {
      "title": "🅛🅣🅧 Add Video IC-LoRA Guide"
    }
  },
  "5430:4964": {
    "inputs": {
      "cfg": 1,
      "model": [
        "5430:5012",
        0
      ],
      "positive": [
        "5430:5014",
        0
      ],
      "negative": [
        "5430:5014",
        1
      ]
    },
    "class_type": "CFGGuider",
    "_meta": {
      "title": "CFGGuider"
    }
  },
  "5430:4969": {
    "inputs": {
      "video_latent": [
        "5430:5014",
        2
      ],
      "audio_latent": [
        "5430:5013",
        2
      ]
    },
    "class_type": "LTXVConcatAVLatent",
    "_meta": {
      "title": "LTXVConcatAVLatent"
    }
  },
  "5430:4971": {
    "inputs": {
      "noise": [
        "5430:4967",
        0
      ],
      "guider": [
        "5430:4964",
        0
      ],
      "sampler": [
        "5430:4976",
        0
      ],
      "sigmas": [
        "5430:4985",
        0
      ],
      "latent_image": [
        "5430:4969",
        0
      ]
    },
    "class_type": "SamplerCustomAdvanced",
    "_meta": {
      "title": "2nd SamplerCustomAdvanced"
    }
  },
  "5430:4973": {
    "inputs": {
      "av_latent": [
        "5430:4971",
        0
      ]
    },
    "class_type": "LTXVSeparateAVLatent",
    "_meta": {
      "title": "LTXVSeparateAVLatent"
    }
  },
  "5430:5015": {
    "inputs": {
      "positive": [
        "5430:5014",
        0
      ],
      "negative": [
        "5430:5014",
        1
      ],
      "latent": [
        "5430:4973",
        0
      ]
    },
    "class_type": "LTXVCropGuides",
    "_meta": {
      "title": "LTXVCropGuides"
    }
  },
  "5430:4848": {
    "inputs": {
      "samples": [
        "5430:4973",
        1
      ],
      "audio_vae": [
        "5430:5341:5433",
        0
      ]
    },
    "class_type": "LTXVAudioVAEDecode",
    "_meta": {
      "title": "LTXV Audio VAE Decode"
    }
  },
  "5430:5381": {
    "inputs": {
      "spatial_tiles": 4,
      "spatial_overlap": 4,
      "temporal_tile_length": 16,
      "temporal_overlap": 4,
      "last_frame_fix": false,
      "working_device": "auto",
      "working_dtype": "auto",
      "vae": [
        "5430:5341:5434",
        0
      ],
      "latents": [
        "5430:5015",
        2
      ]
    },
    "class_type": "LTXVSpatioTemporalTiledVAEDecode",
    "_meta": {
      "title": "🅛🅣🅧 LTXV Spatio Temporal Tiled VAE Decode"
    }
  },
  "5430:4849": {
    "inputs": {
      "fps": [
        "5430:5010",
        2
      ],
      "images": [
        "5431",
        0
      ],
      "audio": [
        "5430:4848",
        0
      ]
    },
    "class_type": "CreateVideo",
    "_meta": {
      "title": "Create Video"
    }
  }
}