{
  "1": {
    "class_type": "LoadImage",
    "inputs": {
      "image": "body.jpg"
    }
  },
  "10": {
    "class_type": "LoraLoaderModelOnly",
    "inputs": {
      "lora_name": "flux2/klein/bfs_head_v1_flux-klein_9b_step3500_rank128.safetensors",
      "model": [
        "9",
        0
      ],
      "strength_model": 1.0
    }
  },
  "11": {
    "class_type": "LoraLoaderModelOnly",
    "inputs": {
      "lora_name": "lissie_flux2_klein.safetensors",
      "model": [
        "10",
        0
      ],
      "strength_model": 0.6
    }
  },
  "12": {
    "class_type": "CLIPTextEncode",
    "inputs": {
      "clip": [
        "8",
        0
      ],
      "text": [
        "32",
        0
      ]
    }
  },
  "13": {
    "class_type": "CLIPTextEncode",
    "inputs": {
      "clip": [
        "8",
        0
      ],
      "text": "bad quality, noise, blurry, worst quality, low resolution, blur, distortion, unnatural blending, cartoon, illustration, painting"
    }
  },
  "14": {
    "class_type": "VAELoader",
    "inputs": {
      "vae_name": "flux2-vae.safetensors"
    }
  },
  "15": {
    "class_type": "VAEEncode",
    "inputs": {
      "pixels": [
        "41",
        1
      ],
      "vae": [
        "14",
        0
      ]
    }
  },
  "16": {
    "class_type": "VAEEncode",
    "inputs": {
      "pixels": [
        "5",
        0
      ],
      "vae": [
        "14",
        0
      ]
    }
  },
  "17": {
    "class_type": "ReferenceLatent",
    "inputs": {
      "conditioning": [
        "12",
        0
      ],
      "latent": [
        "15",
        0
      ]
    }
  },
  "18": {
    "class_type": "ReferenceLatent",
    "inputs": {
      "conditioning": [
        "17",
        0
      ],
      "latent": [
        "16",
        0
      ]
    }
  },
  "19": {
    "class_type": "ReferenceLatent",
    "inputs": {
      "conditioning": [
        "13",
        0
      ],
      "latent": [
        "15",
        0
      ]
    }
  },
  "2": {
    "class_type": "LoadImage",
    "inputs": {
      "image": "face.jpg"
    }
  },
  "20": {
    "class_type": "ReferenceLatent",
    "inputs": {
      "conditioning": [
        "19",
        0
      ],
      "latent": [
        "16",
        0
      ]
    }
  },
  "21": {
    "class_type": "CFGGuider",
    "inputs": {
      "cfg": 1.0,
      "model": [
        "11",
        0
      ],
      "negative": [
        "20",
        0
      ],
      "positive": [
        "18",
        0
      ]
    }
  },
  "22": {
    "class_type": "KSamplerSelect",
    "inputs": {
      "sampler_name": "euler"
    }
  },
  "23": {
    "class_type": "Flux2Scheduler",
    "inputs": {
      "height": [
        "6",
        1
      ],
      "steps": 5,
      "width": [
        "6",
        0
      ]
    }
  },
  "24": {
    "class_type": "RandomNoise",
    "inputs": {
      "noise_seed": 42
    }
  },
  "25": {
    "class_type": "SamplerCustomAdvanced",
    "inputs": {
      "guider": [
        "21",
        0
      ],
      "latent_image": [
        "7",
        0
      ],
      "noise": [
        "24",
        0
      ],
      "sampler": [
        "22",
        0
      ],
      "sigmas": [
        "23",
        0
      ]
    }
  },
  "26": {
    "class_type": "VAEDecode",
    "inputs": {
      "samples": [
        "25",
        0
      ],
      "vae": [
        "14",
        0
      ]
    }
  },
  "27": {
    "class_type": "SaveImage",
    "inputs": {
      "filename_prefix": "faceswapnew-klein-cropstitch",
      "images": [
        "42",
        0
      ]
    }
  },
  "3": {
    "class_type": "RMBG",
    "inputs": {
      "background": "Alpha",
      "image": [
        "2",
        0
      ],
      "invert_output": false,
      "mask_blur": 0,
      "mask_offset": 0,
      "model": "RMBG-2.0",
      "process_res": 1024,
      "refine_foreground": false,
      "sensitivity": 1
    }
  },
  "30": {
    "class_type": "ImageResizeKJv2",
    "inputs": {
      "crop_position": "center",
      "device": "cpu",
      "divisible_by": 2,
      "height": 512,
      "image": [
        "1",
        0
      ],
      "keep_proportion": "resize",
      "pad_color": "0, 0, 0",
      "upscale_method": "lanczos",
      "width": 512
    }
  },
  "31": {
    "class_type": "AILab_QwenVL",
    "inputs": {
      "attention_mode": "sdpa",
      "custom_prompt": "Describe the facial expression.",
      "image": [
        "30",
        0
      ],
      "keep_model_loaded": false,
      "max_tokens": 512,
      "model_name": "Qwen3-VL-4B-Instruct",
      "preset_prompt": "\ud83d\uddbc\ufe0f Tags",
      "quantization": "None (FP16)",
      "seed": 42
    }
  },
  "32": {
    "class_type": "StringConcatenate",
    "inputs": {
      "delimiter": "\n\n",
      "string_a": "head_swap: start with Picture 1 as the base image, keeping its lighting, environment, and background. remove the head from Picture 1 completely and replace it with the head from Picture 2, strictly preserving the hair, eye color, nose structure of Picture 2. copy the direction of the eye, head rotation, micro expressions from Picture 1, high quality, sharp details, 4k.",
      "string_b": [
        "31",
        0
      ]
    }
  },
  "40": {
    "class_type": "FaceSegment",
    "inputs": {
      "Earring": false,
      "Eyeglasses": true,
      "Hair": true,
      "Left-ear": true,
      "Left-eye": true,
      "Left-eyebrow": true,
      "Lower-lip": true,
      "Mouth": true,
      "Neck": true,
      "Nose": true,
      "Right-ear": true,
      "Right-eye": true,
      "Right-eyebrow": true,
      "Skin": true,
      "Upper-lip": true,
      "background": "Alpha",
      "background_color": "#222222",
      "images": [
        "1",
        0
      ],
      "invert_output": false,
      "mask_blur": 0,
      "mask_offset": 0,
      "process_res": 1024
    }
  },
  "41": {
    "class_type": "InpaintCropImproved",
    "inputs": {
      "context_from_mask_extend_factor": 1.5,
      "device_mode": "gpu (much faster)",
      "downscale_algorithm": "lanczos",
      "extend_down_factor": 1.0,
      "extend_for_outpainting": false,
      "extend_left_factor": 1.0,
      "extend_right_factor": 1.0,
      "extend_up_factor": 1.0,
      "image": [
        "1",
        0
      ],
      "mask": [
        "40",
        1
      ],
      "mask_blend_pixels": 32,
      "mask_expand_pixels": 40,
      "mask_fill_holes": true,
      "mask_hipass_filter": 0.1,
      "mask_invert": false,
      "output_padding": "32",
      "output_resize_to_target_size": true,
      "output_target_height": 1024,
      "output_target_width": 1024,
      "preresize": false,
      "preresize_max_height": 16384,
      "preresize_max_width": 16384,
      "preresize_min_height": 1024,
      "preresize_min_width": 1024,
      "preresize_mode": "ensure minimum resolution",
      "upscale_algorithm": "lanczos"
    }
  },
  "42": {
    "class_type": "InpaintStitchImproved",
    "inputs": {
      "inpainted_image": [
        "26",
        0
      ],
      "stitcher": [
        "41",
        0
      ]
    }
  },
  "5": {
    "class_type": "ResizeImageMaskNode",
    "inputs": {
      "input": [
        "3",
        0
      ],
      "resize_type": "scale total pixels",
      "resize_type.megapixels": 1.0,
      "scale_method": "lanczos"
    }
  },
  "6": {
    "class_type": "GetImageSize",
    "inputs": {
      "image": [
        "41",
        1
      ]
    }
  },
  "7": {
    "class_type": "EmptyFlux2LatentImage",
    "inputs": {
      "batch_size": 1,
      "height": [
        "6",
        1
      ],
      "width": [
        "6",
        0
      ]
    }
  },
  "8": {
    "class_type": "CLIPLoader",
    "inputs": {
      "clip_name": "qwen_3_8b.safetensors",
      "device": "default",
      "type": "flux2"
    }
  },
  "9": {
    "class_type": "UNETLoader",
    "inputs": {
      "unet_name": "flux-2-klein-9b.safetensors",
      "weight_dtype": "default"
    }
  }
}