{
  "1": {
    "class_type": "UNETLoader",
    "inputs": {
      "unet_name": "qwen_image_edit_2511_bf16.safetensors",
      "weight_dtype": "default"
    }
  },
  "10": {
    "_meta": {
      "title": "Steps (lightning)"
    },
    "class_type": "PrimitiveInt",
    "inputs": {
      "value": 4
    }
  },
  "11": {
    "_meta": {
      "title": "CFG (quality)"
    },
    "class_type": "PrimitiveFloat",
    "inputs": {
      "value": 3.0
    }
  },
  "12": {
    "_meta": {
      "title": "CFG (lightning)"
    },
    "class_type": "PrimitiveFloat",
    "inputs": {
      "value": 1.0
    }
  },
  "13": {
    "class_type": "ModelSamplingAuraFlow",
    "inputs": {
      "model": [
        "6",
        0
      ],
      "shift": 3.1
    }
  },
  "14": {
    "class_type": "CFGNorm",
    "inputs": {
      "model": [
        "13",
        0
      ],
      "pre_cfg": false,
      "strength": 1
    }
  },
  "15": {
    "_meta": {
      "title": "upscale_input_to_max_size"
    },
    "class_type": "PrimitiveBoolean",
    "inputs": {
      "value": true
    }
  },
  "16": {
    "_meta": {
      "title": "downscale_input_to_max_size"
    },
    "class_type": "PrimitiveBoolean",
    "inputs": {
      "value": true
    }
  },
  "2": {
    "_meta": {
      "title": "LoRA: Lightning 4 steps"
    },
    "class_type": "LoraLoaderModelOnly",
    "inputs": {
      "lora_name": "Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors",
      "model": [
        "1",
        0
      ],
      "strength_model": 1
    }
  },
  "20": {
    "_meta": {
      "title": "Main Image"
    },
    "class_type": "LoadImage",
    "inputs": {
      "image": "test.jpg"
    }
  },
  "21": {
    "_meta": {
      "title": "Input max size (main)"
    },
    "class_type": "PrimitiveInt",
    "inputs": {
      "value": 1536
    }
  },
  "22": {
    "_meta": {
      "title": "native edge (main)"
    },
    "class_type": "MathExpression|pysssss",
    "inputs": {
      "a": [
        "20",
        0
      ],
      "expression": "max(a.width, a.height)"
    }
  },
  "23": {
    "_meta": {
      "title": "upscaled edge (main)"
    },
    "class_type": "MathExpression|pysssss",
    "inputs": {
      "a": [
        "20",
        0
      ],
      "c": [
        "21",
        0
      ],
      "expression": "max(a.width, a.height, c)"
    }
  },
  "24": {
    "_meta": {
      "title": "apply upscale (main)"
    },
    "class_type": "ComfySwitchNode",
    "inputs": {
      "on_false": [
        "22",
        0
      ],
      "on_true": [
        "23",
        0
      ],
      "switch": [
        "15",
        0
      ]
    }
  },
  "25": {
    "_meta": {
      "title": "downscaled edge (main)"
    },
    "class_type": "MathExpression|pysssss",
    "inputs": {
      "a": [
        "24",
        0
      ],
      "c": [
        "21",
        0
      ],
      "expression": "min(a, c)"
    }
  },
  "26": {
    "_meta": {
      "title": "apply downscale (main)"
    },
    "class_type": "ComfySwitchNode",
    "inputs": {
      "on_false": [
        "24",
        0
      ],
      "on_true": [
        "25",
        0
      ],
      "switch": [
        "16",
        0
      ]
    }
  },
  "27": {
    "_meta": {
      "title": "Main image config"
    },
    "class_type": "QwenEditConfigPreparer",
    "inputs": {
      "image": [
        "20",
        0
      ],
      "ref_crop": "pad",
      "ref_longest_edge": [
        "26",
        0
      ],
      "ref_main_image": true,
      "ref_upscale": "lanczos",
      "to_ref": true,
      "to_vl": true,
      "vl_crop": "center",
      "vl_resize": true,
      "vl_target_size": 384,
      "vl_upscale": "bicubic"
    }
  },
  "3": {
    "class_type": "CLIPLoader",
    "inputs": {
      "clip_name": "qwen_2.5_vl_7b.safetensors",
      "device": "default",
      "type": "qwen_image"
    }
  },
  "31": {
    "_meta": {
      "title": "Input max size (ref 2)"
    },
    "class_type": "PrimitiveInt",
    "inputs": {
      "value": 1024
    }
  },
  "4": {
    "class_type": "VAELoader",
    "inputs": {
      "vae_name": "qwen_image_vae.safetensors"
    }
  },
  "40": {
    "_meta": {
      "title": "Qwen Edit Encode (prompt here)"
    },
    "class_type": "TextEncodeQwenImageEditPlusCustom_lrzjason",
    "inputs": {
      "clip": [
        "3",
        0
      ],
      "configs": [
        "27",
        0
      ],
      "instruction": "Describe the key features of the input image (color, shape, size, texture, objects, background), then explain how the user's text instruction should alter or modify the image. Generate a new image that meets the user's requirements while maintaining consistency with the original input where appropriate.",
      "prompt": "",
      "return_full_refs_cond": true,
      "vae": [
        "4",
        0
      ]
    }
  },
  "41": {
    "class_type": "QwenEditOutputExtractor",
    "inputs": {
      "custom_output": [
        "40",
        2
      ]
    }
  },
  "42": {
    "_meta": {
      "title": "Negative (zeroed)"
    },
    "class_type": "ConditioningZeroOut",
    "inputs": {
      "conditioning": [
        "40",
        0
      ]
    }
  },
  "43": {
    "class_type": "KSampler",
    "inputs": {
      "cfg": [
        "8",
        0
      ],
      "denoise": 1,
      "latent_image": [
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        1
      ],
      "model": [
        "14",
        0
      ],
      "negative": [
        "42",
        0
      ],
      "positive": [
        "40",
        0
      ],
      "sampler_name": "euler",
      "scheduler": "simple",
      "seed": 42,
      "steps": [
        "7",
        0
      ]
    }
  },
  "44": {
    "class_type": "VAEDecode",
    "inputs": {
      "samples": [
        "43",
        0
      ],
      "vae": [
        "4",
        0
      ]
    }
  },
  "45": {
    "_meta": {
      "title": "Remove padding"
    },
    "class_type": "CropWithPadInfo",
    "inputs": {
      "image": [
        "44",
        0
      ],
      "pad_info": [
        "41",
        0
      ]
    }
  },
  "46": {
    "_meta": {
      "title": "upscale_output_to_selected_size"
    },
    "class_type": "PrimitiveBoolean",
    "inputs": {
      "value": false
    }
  },
  "47": {
    "_meta": {
      "title": "Selected output size"
    },
    "class_type": "PrimitiveInt",
    "inputs": {
      "value": 2048
    }
  },
  "48": {
    "_meta": {
      "title": "Scale output"
    },
    "class_type": "ImageScaleToMaxDimension",
    "inputs": {
      "image": [
        "45",
        0
      ],
      "largest_size": [
        "47",
        0
      ],
      "upscale_method": "lanczos"
    }
  },
  "49": {
    "_meta": {
      "title": "Output size switch"
    },
    "class_type": "ComfySwitchNode",
    "inputs": {
      "on_false": [
        "45",
        0
      ],
      "on_true": [
        "48",
        0
      ],
      "switch": [
        "46",
        0
      ]
    }
  },
  "5": {
    "_meta": {
      "title": "Lightning Mode (fast)"
    },
    "class_type": "PrimitiveBoolean",
    "inputs": {
      "value": true
    }
  },
  "50": {
    "class_type": "SaveImage",
    "inputs": {
      "filename_prefix": "qwen-edit-turbo-v3",
      "images": [
        "49",
        0
      ]
    }
  },
  "6": {
    "_meta": {
      "title": "Model switch"
    },
    "class_type": "ComfySwitchNode",
    "inputs": {
      "on_false": [
        "1",
        0
      ],
      "on_true": [
        "2",
        0
      ],
      "switch": [
        "5",
        0
      ]
    }
  },
  "7": {
    "_meta": {
      "title": "Steps switch"
    },
    "class_type": "ComfySwitchNode",
    "inputs": {
      "on_false": [
        "9",
        0
      ],
      "on_true": [
        "10",
        0
      ],
      "switch": [
        "5",
        0
      ]
    }
  },
  "8": {
    "_meta": {
      "title": "CFG switch"
    },
    "class_type": "ComfySwitchNode",
    "inputs": {
      "on_false": [
        "11",
        0
      ],
      "on_true": [
        "12",
        0
      ],
      "switch": [
        "5",
        0
      ]
    }
  },
  "9": {
    "_meta": {
      "title": "Steps (quality)"
    },
    "class_type": "PrimitiveInt",
    "inputs": {
      "value": 12
    }
  }
}