Add qwen-bg-inpaint-true API workflow

workflows/api/qwen-bg-inpaint-true.json

@@ -0,0 +1,652 @@
+{
+  "1": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "qwen_image_edit_2511_bf16.safetensors",
+      "weight_dtype": "default"
+    }
+  },
+  "13": {
+    "class_type": "ModelSamplingAuraFlow",
+    "inputs": {
+      "model": [
+        "53:6",
+        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": false
+    }
+  },
+  "20": {
+    "_meta": {
+      "title": "Main Image"
+    },
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "733427737_18059858666742129_6215894921112236726_n.jpg"
+    }
+  },
+  "21": {
+    "_meta": {
+      "title": "Input max size (main)"
+    },
+    "class_type": "PrimitiveInt",
+    "inputs": {
+      "value": 2048
+    }
+  },
+  "27": {
+    "_meta": {
+      "title": "Main image config"
+    },
+    "class_type": "QwenEditConfigPreparer",
+    "inputs": {
+      "image": [
+        "20",
+        0
+      ],
+      "mask": [
+        "64",
+        1
+      ],
+      "ref_crop": "pad",
+      "ref_longest_edge": [
+        "54:5",
+        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"
+    }
+  },
+  "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": "",
+      "prompt": "Keep the person exactly as they are, unchanged. Regenerate the background into a sharp, photorealistic, high-detail version of the same scene: crisp focus, clean fine texture, natural depth and perspective. Remove all blur, bokeh, compression artifacts, noise and distortion from the background. Match the lighting, color temperature and white balance to the subject. High quality, ultra sharp details, 4k.",
+      "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": [
+        "53:14",
+        0
+      ],
+      "denoise": 1,
+      "latent_image": [
+        "40",
+        1
+      ],
+      "model": [
+        "14",
+        0
+      ],
+      "negative": [
+        "42",
+        0
+      ],
+      "positive": [
+        "40",
+        0
+      ],
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "seed": 440984114065874,
+      "steps": [
+        "53:11",
+        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
+      ]
+    }
+  },
+  "5": {
+    "_meta": {
+      "title": "Sampling mode: 1=4-step / 2=8-step / 3=quality"
+    },
+    "class_type": "PrimitiveInt",
+    "inputs": {
+      "value": 2
+    }
+  },
+  "50": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "qwen-bg-inpaint-true",
+      "images": [
+        "63",
+        0
+      ]
+    }
+  },
+  "52": {
+    "_meta": {
+      "title": "User LoRAs"
+    },
+    "class_type": "Power Lora Loader (rgthree)",
+    "inputs": {
+      "lora_1": {
+        "lora": "Qwen_LoRA_Skin_Fix_v2.safetensors",
+        "on": false,
+        "strength": 1,
+        "strengthTwo": null
+      },
+      "lora_2": {
+        "lora": "Qwen_LoRA_Amateur_Photo_v1.safetensors",
+        "on": false,
+        "strength": 1,
+        "strengthTwo": null
+      },
+      "model": [
+        "1",
+        0
+      ]
+    }
+  },
+  "53:1": {
+    "_meta": {
+      "title": "LoRA: Lightning 4 steps"
+    },
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors",
+      "model": [
+        "52",
+        0
+      ],
+      "strength_model": 1
+    }
+  },
+  "53:10": {
+    "_meta": {
+      "title": "Steps switch 4/8"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
+      "on_false": [
+        "53:7",
+        0
+      ],
+      "on_true": [
+        "53:8",
+        0
+      ],
+      "switch": [
+        "53:3",
+        2
+      ]
+    }
+  },
+  "53:11": {
+    "_meta": {
+      "title": "Steps switch quality"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
+      "on_false": [
+        "53:10",
+        0
+      ],
+      "on_true": [
+        "53:9",
+        0
+      ],
+      "switch": [
+        "53:4",
+        2
+      ]
+    }
+  },
+  "53:12": {
+    "_meta": {
+      "title": "CFG (lightning)"
+    },
+    "class_type": "PrimitiveFloat",
+    "inputs": {
+      "value": 1.0
+    }
+  },
+  "53:13": {
+    "_meta": {
+      "title": "CFG (quality)"
+    },
+    "class_type": "PrimitiveFloat",
+    "inputs": {
+      "value": 3.0
+    }
+  },
+  "53:14": {
+    "_meta": {
+      "title": "CFG switch"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
+      "on_false": [
+        "53:12",
+        0
+      ],
+      "on_true": [
+        "53:13",
+        0
+      ],
+      "switch": [
+        "53:4",
+        2
+      ]
+    }
+  },
+  "53:2": {
+    "_meta": {
+      "title": "LoRA: Lightning 8 steps"
+    },
+    "class_type": "LoraLoaderModelOnly",
+    "inputs": {
+      "lora_name": "Qwen-Image-Edit-2511-Lightning-8steps-V1.0-bf16.safetensors",
+      "model": [
+        "52",
+        0
+      ],
+      "strength_model": 1
+    }
+  },
+  "53:3": {
+    "_meta": {
+      "title": "is 8-step (mode == 2)"
+    },
+    "class_type": "ComfyMathExpression",
+    "inputs": {
+      "expression": "a == 2",
+      "values.a": [
+        "5",
+        0
+      ]
+    }
+  },
+  "53:4": {
+    "_meta": {
+      "title": "is quality (mode == 3)"
+    },
+    "class_type": "ComfyMathExpression",
+    "inputs": {
+      "expression": "a == 3",
+      "values.a": [
+        "5",
+        0
+      ]
+    }
+  },
+  "53:5": {
+    "_meta": {
+      "title": "Model switch 4/8"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
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+      "on_true": [
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+      "switch": [
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+        2
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+    }
+  },
+  "53:6": {
+    "_meta": {
+      "title": "Model switch quality"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
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+      "on_true": [
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+      "switch": [
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+      ]
+    }
+  },
+  "53:7": {
+    "_meta": {
+      "title": "Steps (4-step)"
+    },
+    "class_type": "PrimitiveInt",
+    "inputs": {
+      "value": 4
+    }
+  },
+  "53:8": {
+    "_meta": {
+      "title": "Steps (8-step)"
+    },
+    "class_type": "PrimitiveInt",
+    "inputs": {
+      "value": 8
+    }
+  },
+  "53:9": {
+    "_meta": {
+      "title": "Steps (quality)"
+    },
+    "class_type": "PrimitiveInt",
+    "inputs": {
+      "value": 12
+    }
+  },
+  "54:1": {
+    "_meta": {
+      "title": "native edge"
+    },
+    "class_type": "MathExpression|pysssss",
+    "inputs": {
+      "a": [
+        "20",
+        0
+      ],
+      "expression": "max(a.width, a.height)"
+    }
+  },
+  "54:2": {
+    "_meta": {
+      "title": "upscaled edge"
+    },
+    "class_type": "MathExpression|pysssss",
+    "inputs": {
+      "a": [
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+      ],
+      "c": [
+        "21",
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+      ],
+      "expression": "max(a.width, a.height, c)"
+    }
+  },
+  "54:3": {
+    "_meta": {
+      "title": "apply upscale"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
+      "on_false": [
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+      "on_true": [
+        "54:2",
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+      ],
+      "switch": [
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+      ]
+    }
+  },
+  "54:4": {
+    "_meta": {
+      "title": "downscaled edge"
+    },
+    "class_type": "MathExpression|pysssss",
+    "inputs": {
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+        0
+      ],
+      "c": [
+        "21",
+        0
+      ],
+      "expression": "min(a, c)"
+    }
+  },
+  "54:5": {
+    "_meta": {
+      "title": "apply downscale"
+    },
+    "class_type": "ComfySwitchNode",
+    "inputs": {
+      "on_false": [
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+        0
+      ],
+      "on_true": [
+        "54:4",
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+      ],
+      "switch": [
+        "16",
+        0
+      ]
+    }
+  },
+  "60": {
+    "_meta": {
+      "title": "Segment PERSON (SAM3)"
+    },
+    "class_type": "SAM3Segment",
+    "inputs": {
+      "background": "Alpha",
+      "confidence_threshold": 0.5,
+      "device": "Auto",
+      "image": [
+        "20",
+        0
+      ],
+      "invert_output": false,
+      "mask_blur": 0,
+      "mask_offset": 0,
+      "max_segments": 0,
+      "output_mode": "Merged",
+      "prompt": "person",
+      "segment_pick": 0,
+      "unload_model": false
+    }
+  },
+  "61": {
+    "_meta": {
+      "title": "Person keep mask (grow+feather)"
+    },
+    "class_type": "GrowMaskWithBlur",
+    "inputs": {
+      "blur_radius": 6.0,
+      "decay_factor": 1.0,
+      "expand": 0,
+      "fill_holes": true,
+      "flip_input": false,
+      "incremental_expandrate": 0.0,
+      "lerp_alpha": 1.0,
+      "mask": [
+        "60",
+        1
+      ],
+      "tapered_corners": true
+    }
+  },
+  "62": {
+    "_meta": {
+      "title": "Resize to original size"
+    },
+    "class_type": "ImageResizeKJ",
+    "inputs": {
+      "crop": "disabled",
+      "divisible_by": 0,
+      "get_image_size": [
+        "20",
+        0
+      ],
+      "height": 1024,
+      "image": [
+        "45",
+        0
+      ],
+      "keep_proportion": false,
+      "upscale_method": "lanczos",
+      "width": 1024
+    }
+  },
+  "63": {
+    "_meta": {
+      "title": "Original person over new background"
+    },
+    "class_type": "ImageCompositeMasked",
+    "inputs": {
+      "destination": [
+        "62",
+        0
+      ],
+      "mask": [
+        "61",
+        0
+      ],
+      "resize_source": false,
+      "source": [
+        "20",
+        0
+      ],
+      "x": 0,
+      "y": 0
+    }
+  },
+  "64": {
+    "_meta": {
+      "title": "Background mask (latent inpaint)"
+    },
+    "class_type": "GrowMaskWithBlur",
+    "inputs": {
+      "blur_radius": 8.0,
+      "decay_factor": 1.0,
+      "expand": -4,
+      "fill_holes": true,
+      "flip_input": false,
+      "incremental_expandrate": 0.0,
+      "lerp_alpha": 1.0,
+      "mask": [
+        "60",
+        1
+      ],
+      "tapered_corners": true
+    }
+  }
+}