qwen-edit-turbo-v3 rev2: upscale/downscale_input_to_max_size + upscale_output_to_selected_size toggles on both image chains (tested)

workflows/api/qwen-edit-turbo-v3.json

@@ -54,6 +54,24 @@
       "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"
@@ -79,38 +97,46 @@
   },
   "21": {
     "_meta": {
-      "title": "Adaptive size (max 2048)"
+      "title": "Input max size (main)"
     },
-    "class_type": "QwenEditAdaptiveLongestEdge",
+    "class_type": "PrimitiveInt",
     "inputs": {
-      "image": [
-        "20",
-        0
-      ],
-      "max_size": 2048
+      "value": 1536
     }
   },
   "22": {
     "_meta": {
-      "title": "Output longest edge (manual)"
+      "title": "native edge (main)"
     },
-    "class_type": "PrimitiveInt",
+    "class_type": "MathExpression|pysssss",
     "inputs": {
-      "value": 1536
+      "a": [
+        "20",
+        0
+      ],
+      "expression": "max(a.width, a.height)"
     }
   },
   "23": {
     "_meta": {
-      "title": "Adaptive output size (match input)"
+      "title": "upscaled edge (main)"
     },
-    "class_type": "PrimitiveBoolean",
+    "class_type": "MathExpression|pysssss",
     "inputs": {
-      "value": true
+      "a": [
+        "20",
+        0
+      ],
+      "c": [
+        "21",
+        0
+      ],
+      "expression": "max(a.width, a.height, c)"
     }
   },
   "24": {
     "_meta": {
-      "title": "Output size switch"
+      "title": "apply upscale (main)"
     },
     "class_type": "ComfySwitchNode",
     "inputs": {
@@ -119,16 +145,53 @@
         0
       ],
       "on_true": [
-        "21",
+        "23",
         0
       ],
       "switch": [
-        "23",
+        "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"
     },
@@ -140,7 +203,7 @@
       ],
       "ref_crop": "pad",
       "ref_longest_edge": [
-        "24",
+        "26",
         0
       ],
       "ref_main_image": true,
@@ -161,7 +224,22 @@
       "type": "qwen_image"
     }
   },
-  "30": {
+  "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)"
     },
@@ -172,7 +250,7 @@
         0
       ],
       "configs": [
-        "25",
+        "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.",
@@ -184,28 +262,28 @@
       ]
     }
   },
-  "31": {
+  "41": {
     "class_type": "QwenEditOutputExtractor",
     "inputs": {
       "custom_output": [
-        "30",
+        "40",
         2
       ]
     }
   },
-  "32": {
+  "42": {
     "_meta": {
       "title": "Negative (zeroed)"
     },
     "class_type": "ConditioningZeroOut",
     "inputs": {
       "conditioning": [
-        "30",
+        "40",
         0
       ]
     }
   },
-  "33": {
+  "43": {
     "class_type": "KSampler",
     "inputs": {
       "cfg": [
@@ -214,7 +292,7 @@
       ],
       "denoise": 1,
       "latent_image": [
-        "30",
+        "40",
         1
       ],
       "model": [
@@ -222,11 +300,11 @@
         0
       ],
       "negative": [
-        "32",
+        "42",
         0
       ],
       "positive": [
-        "30",
+        "40",
         0
       ],
       "sampler_name": "euler",
@@ -238,17 +316,11 @@
       ]
     }
   },
-  "4": {
-    "class_type": "VAELoader",
-    "inputs": {
-      "vae_name": "qwen_image_vae.safetensors"
-    }
-  },
-  "40": {
+  "44": {
     "class_type": "VAEDecode",
     "inputs": {
       "samples": [
-        "33",
+        "43",
         0
       ],
       "vae": [
@@ -257,42 +329,73 @@
       ]
     }
   },
-  "41": {
+  "45": {
     "_meta": {
       "title": "Remove padding"
     },
     "class_type": "CropWithPadInfo",
     "inputs": {
       "image": [
-        "40",
+        "44",
         0
       ],
       "pad_info": [
-        "31",
+        "41",
         0
       ]
     }
   },
-  "42": {
+  "46": {
+    "_meta": {
+      "title": "upscale_output_to_selected_size"
+    },
+    "class_type": "PrimitiveBoolean",
+    "inputs": {
+      "value": false
+    }
+  },
+  "47": {
     "_meta": {
-      "title": "Output Scale"
+      "title": "Selected output size"
     },
-    "class_type": "ImageScaleBy",
+    "class_type": "PrimitiveInt",
+    "inputs": {
+      "value": 2048
+    }
+  },
+  "48": {
+    "_meta": {
+      "title": "Scale output"
+    },
+    "class_type": "ImageScaleToMaxDimension",
     "inputs": {
       "image": [
-        "41",
+        "45",
+        0
+      ],
+      "largest_size": [
+        "47",
         0
       ],
-      "scale_by": 1.0,
       "upscale_method": "lanczos"
     }
   },
-  "43": {
-    "class_type": "SaveImage",
+  "49": {
+    "_meta": {
+      "title": "Output size switch"
+    },
+    "class_type": "ComfySwitchNode",
     "inputs": {
-      "filename_prefix": "qwen-edit-turbo-v3",
-      "images": [
-        "42",
+      "on_false": [
+        "45",
+        0
+      ],
+      "on_true": [
+        "48",
+        0
+      ],
+      "switch": [
+        "46",
         0
       ]
     }
@@ -306,6 +409,16 @@
       "value": true
     }
   },
+  "50": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "filename_prefix": "qwen-edit-turbo-v3",
+      "images": [
+        "49",
+        0
+      ]
+    }
+  },
   "6": {
     "_meta": {
       "title": "Model switch"

workflows/qwen-edit-turbo-v3.json

@@ -1,15 +1,15 @@
 {
   "id": "c7d4e8f1-2a6b-4c3d-9e0f-5b8a1d4c7e2f",
-  "revision": 0,
-  "last_node_id": 44,
-  "last_link_id": 39,
+  "revision": 1,
+  "last_node_id": 51,
+  "last_link_id": 60,
   "nodes": [
     {
       "id": 1,
       "type": "UNETLoader",
       "pos": [
         -40,
-        -560
+        -620
       ],
       "size": [
         340,
@@ -45,14 +45,14 @@
       "type": "LoraLoaderModelOnly",
       "pos": [
         -40,
-        -430
+        -490
       ],
       "size": [
         340,
         82
       ],
       "flags": {},
-      "order": 6,
+      "order": 1,
       "mode": 0,
       "inputs": [
         {
@@ -87,14 +87,14 @@
       "type": "CLIPLoader",
       "pos": [
         -40,
-        -300
+        -360
       ],
       "size": [
         340,
         110
       ],
       "flags": {},
-      "order": 1,
+      "order": 2,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -123,14 +123,14 @@
       "type": "VAELoader",
       "pos": [
         -40,
-        -140
+        -200
       ],
       "size": [
         340,
         60
       ],
       "flags": {},
-      "order": 2,
+      "order": 3,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -158,14 +158,14 @@
       "type": "PrimitiveBoolean",
       "pos": [
         360,
-        -560
+        -620
       ],
       "size": [
         280,
         60
       ],
       "flags": {},
-      "order": 3,
+      "order": 4,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -195,7 +195,7 @@
       "type": "ComfySwitchNode",
       "pos": [
         700,
-        -560
+        -620
       ],
       "size": [
         280,
@@ -249,7 +249,7 @@
       "type": "ComfySwitchNode",
       "pos": [
         700,
-        -420
+        -480
       ],
       "size": [
         280,
@@ -303,7 +303,7 @@
       "type": "ComfySwitchNode",
       "pos": [
         700,
-        -280
+        -340
       ],
       "size": [
         280,
@@ -357,14 +357,14 @@
       "type": "PrimitiveInt",
       "pos": [
         360,
-        -450
+        -510
       ],
       "size": [
         280,
         60
       ],
       "flags": {},
-      "order": 4,
+      "order": 5,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -393,14 +393,14 @@
       "type": "PrimitiveInt",
       "pos": [
         360,
-        -360
+        -420
       ],
       "size": [
         280,
         60
       ],
       "flags": {},
-      "order": 5,
+      "order": 6,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -429,7 +429,7 @@
       "type": "PrimitiveFloat",
       "pos": [
         360,
-        -270
+        -330
       ],
       "size": [
         280,
@@ -464,7 +464,7 @@
       "type": "PrimitiveFloat",
       "pos": [
         360,
-        -180
+        -240
       ],
       "size": [
         280,
@@ -499,7 +499,7 @@
       "type": "ModelSamplingAuraFlow",
       "pos": [
         1020,
-        -560
+        -620
       ],
       "size": [
         300,
@@ -539,7 +539,7 @@
       "type": "CFGNorm",
       "pos": [
         1020,
-        -450
+        -510
       ],
       "size": [
         300,
@@ -575,6 +575,78 @@
         false
       ]
     },
+    {
+      "id": 15,
+      "type": "PrimitiveBoolean",
+      "pos": [
+        -1500,
+        -280
+      ],
+      "size": [
+        340,
+        60
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "BOOLEAN",
+          "type": "BOOLEAN",
+          "slot_index": 0,
+          "links": [
+            19,
+            20
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "PrimitiveBoolean"
+      },
+      "widgets_values": [
+        true
+      ],
+      "title": "upscale_input_to_max_size"
+    },
+    {
+      "id": 16,
+      "type": "PrimitiveBoolean",
+      "pos": [
+        -1500,
+        -180
+      ],
+      "size": [
+        340,
+        60
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "BOOLEAN",
+          "type": "BOOLEAN",
+          "slot_index": 0,
+          "links": [
+            21,
+            22
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "PrimitiveBoolean"
+      },
+      "widgets_values": [
+        true
+      ],
+      "title": "downscale_input_to_max_size"
+    },
     {
       "id": 20,
       "type": "LoadImage",
@@ -587,7 +659,7 @@
         330
       ],
       "flags": {},
-      "order": 14,
+      "order": 16,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -596,8 +668,9 @@
           "type": "IMAGE",
           "slot_index": 0,
           "links": [
-            19,
-            20
+            23,
+            24,
+            25
           ]
         },
         {
@@ -619,145 +692,167 @@
     },
     {
       "id": 21,
-      "type": "QwenEditAdaptiveLongestEdge",
+      "type": "PrimitiveInt",
       "pos": [
-        -1180,
-        -60
+        -1500,
+        320
       ],
       "size": [
-        300,
+        270,
         60
       ],
       "flags": {},
-      "order": 15,
+      "order": 17,
       "mode": 0,
-      "inputs": [
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 19
-        }
-      ],
+      "inputs": [],
       "outputs": [
         {
-          "name": "longest_edge",
+          "name": "INT",
           "type": "INT",
           "slot_index": 0,
           "links": [
-            21
+            26,
+            27
           ]
         }
       ],
       "properties": {
-        "cnr_id": "comfyui-qweneditutils",
-        "ver": "1.0.0",
-        "Node name for S&R": "QwenEditAdaptiveLongestEdge"
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "PrimitiveInt"
       },
       "widgets_values": [
-        2048
+        1536,
+        "fixed"
       ],
-      "title": "Adaptive size (max 2048)"
+      "title": "Input max size (main)"
     },
     {
       "id": 22,
-      "type": "PrimitiveInt",
+      "type": "MathExpression|pysssss",
       "pos": [
         -1180,
-        60
+        -60
       ],
       "size": [
-        300,
-        60
+        260,
+        120
       ],
       "flags": {},
-      "order": 16,
+      "order": 18,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "name": "a",
+          "type": "IMAGE",
+          "link": 23
+        }
+      ],
       "outputs": [
         {
           "name": "INT",
           "type": "INT",
           "slot_index": 0,
           "links": [
-            22
+            28
           ]
+        },
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.48",
-        "Node name for S&R": "PrimitiveInt"
+        "cnr_id": "comfyui-custom-scripts",
+        "ver": "1.0.0",
+        "Node name for S&R": "MathExpression|pysssss"
       },
       "widgets_values": [
-        1536,
-        "fixed"
+        "max(a.width, a.height)"
       ],
-      "title": "Output longest edge (manual)"
+      "title": "native edge (main)"
     },
     {
       "id": 23,
-      "type": "PrimitiveBoolean",
+      "type": "MathExpression|pysssss",
       "pos": [
         -1180,
-        170
+        100
       ],
       "size": [
-        300,
-        60
+        260,
+        120
       ],
       "flags": {},
-      "order": 17,
+      "order": 19,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "name": "a",
+          "type": "IMAGE",
+          "link": 24
+        },
+        {
+          "name": "c",
+          "type": "INT",
+          "link": 26
+        }
+      ],
       "outputs": [
         {
-          "name": "BOOLEAN",
-          "type": "BOOLEAN",
+          "name": "INT",
+          "type": "INT",
           "slot_index": 0,
           "links": [
-            23
+            29
           ]
+        },
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.48",
-        "Node name for S&R": "PrimitiveBoolean"
+        "cnr_id": "comfyui-custom-scripts",
+        "ver": "1.0.0",
+        "Node name for S&R": "MathExpression|pysssss"
       },
       "widgets_values": [
-        true
+        "max(a.width, a.height, c)"
       ],
-      "title": "Adaptive output size (match input)"
+      "title": "upscaled edge (main)"
     },
     {
       "id": 24,
       "type": "ComfySwitchNode",
       "pos": [
-        -840,
-        40
+        -880,
+        -20
       ],
       "size": [
-        280,
+        260,
         100
       ],
       "flags": {},
-      "order": 18,
+      "order": 20,
       "mode": 0,
       "inputs": [
         {
           "name": "on_false",
           "type": "INT",
-          "link": 22
+          "link": 28
         },
         {
           "name": "on_true",
           "type": "INT",
-          "link": 21
+          "link": 29
         },
         {
           "name": "switch",
           "type": "BOOLEAN",
-          "link": 23,
+          "link": 19,
           "widget": {
             "name": "switch"
           }
@@ -769,7 +864,8 @@
           "type": "INT",
           "slot_index": 0,
           "links": [
-            24
+            30,
+            31
           ]
         }
       ],
@@ -781,107 +877,213 @@
       "widgets_values": [
         false
       ],
-      "title": "Output size switch"
+      "title": "apply upscale (main)"
     },
     {
       "id": 25,
-      "type": "QwenEditConfigPreparer",
+      "type": "MathExpression|pysssss",
       "pos": [
-        -520,
-        -60
+        -880,
+        130
       ],
       "size": [
-        340,
-        320
+        260,
+        120
       ],
       "flags": {},
-      "order": 19,
+      "order": 21,
       "mode": 0,
       "inputs": [
         {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 20
+          "name": "a",
+          "type": "INT",
+          "link": 30
         },
         {
-          "name": "ref_longest_edge",
+          "name": "c",
           "type": "INT",
-          "link": 24,
-          "widget": {
-            "name": "ref_longest_edge"
-          }
+          "link": 27
         }
       ],
       "outputs": [
         {
-          "name": "configs",
-          "type": "LIST",
+          "name": "INT",
+          "type": "INT",
           "slot_index": 0,
           "links": [
-            25
+            32
           ]
         },
         {
-          "name": "config",
-          "type": "ANY",
+          "name": "FLOAT",
+          "type": "FLOAT",
           "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfyui-qweneditutils",
+        "cnr_id": "comfyui-custom-scripts",
         "ver": "1.0.0",
-        "Node name for S&R": "QwenEditConfigPreparer"
+        "Node name for S&R": "MathExpression|pysssss"
       },
       "widgets_values": [
-        true,
-        true,
-        1024,
-        "pad",
-        "lanczos",
-        true,
-        true,
-        384,
-        "center",
-        "bicubic"
+        "min(a, c)"
       ],
-      "title": "Main image config"
+      "title": "downscaled edge (main)"
     },
     {
       "id": 26,
-      "type": "LoadImage",
+      "type": "ComfySwitchNode",
       "pos": [
-        -1500,
-        380
+        -580,
+        -20
       ],
       "size": [
-        270,
-        330
+        260,
+        100
       ],
       "flags": {},
-      "order": 20,
-      "mode": 4,
-      "inputs": [],
-      "outputs": [
+      "order": 22,
+      "mode": 0,
+      "inputs": [
         {
-          "name": "IMAGE",
-          "type": "IMAGE",
-          "slot_index": 0,
-          "links": [
-            26,
-            27
-          ]
+          "name": "on_false",
+          "type": "INT",
+          "link": 31
         },
         {
-          "name": "MASK",
-          "type": "MASK",
-          "links": null
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.48",
-        "Node name for S&R": "LoadImage"
-      },
+          "name": "on_true",
+          "type": "INT",
+          "link": 32
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "link": 21,
+          "widget": {
+            "name": "switch"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            33
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "ComfySwitchNode"
+      },
+      "widgets_values": [
+        false
+      ],
+      "title": "apply downscale (main)"
+    },
+    {
+      "id": 27,
+      "type": "QwenEditConfigPreparer",
+      "pos": [
+        -280,
+        -60
+      ],
+      "size": [
+        340,
+        320
+      ],
+      "flags": {},
+      "order": 23,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 25
+        },
+        {
+          "name": "ref_longest_edge",
+          "type": "INT",
+          "link": 33,
+          "widget": {
+            "name": "ref_longest_edge"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "configs",
+          "type": "LIST",
+          "slot_index": 0,
+          "links": [
+            34
+          ]
+        },
+        {
+          "name": "config",
+          "type": "ANY",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-qweneditutils",
+        "ver": "1.0.0",
+        "Node name for S&R": "QwenEditConfigPreparer"
+      },
+      "widgets_values": [
+        true,
+        true,
+        1536,
+        "pad",
+        "lanczos",
+        true,
+        true,
+        384,
+        "center",
+        "bicubic"
+      ],
+      "title": "Main image config"
+    },
+    {
+      "id": 30,
+      "type": "LoadImage",
+      "pos": [
+        -1500,
+        460
+      ],
+      "size": [
+        270,
+        330
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 4,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            35,
+            36,
+            37
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "LoadImage"
+      },
       "widgets_values": [
         "test.jpg",
         "image"
@@ -889,76 +1091,329 @@
       "title": "Reference Image 2 (optional)"
     },
     {
-      "id": 27,
-      "type": "QwenEditAdaptiveLongestEdge",
+      "id": 31,
+      "type": "PrimitiveInt",
       "pos": [
-        -1180,
-        380
+        -1500,
+        840
       ],
       "size": [
-        300,
+        270,
         60
       ],
       "flags": {},
-      "order": 21,
+      "order": 25,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "INT",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            38,
+            39
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "PrimitiveInt"
+      },
+      "widgets_values": [
+        1024,
+        "fixed"
+      ],
+      "title": "Input max size (ref 2)"
+    },
+    {
+      "id": 32,
+      "type": "MathExpression|pysssss",
+      "pos": [
+        -1180,
+        460
+      ],
+      "size": [
+        260,
+        120
+      ],
+      "flags": {},
+      "order": 26,
       "mode": 4,
       "inputs": [
         {
-          "name": "image",
+          "name": "a",
           "type": "IMAGE",
-          "link": 26
+          "link": 35
         }
       ],
       "outputs": [
         {
-          "name": "longest_edge",
+          "name": "INT",
           "type": "INT",
           "slot_index": 0,
           "links": [
-            28
+            40
           ]
+        },
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfyui-qweneditutils",
+        "cnr_id": "comfyui-custom-scripts",
+        "ver": "1.0.0",
+        "Node name for S&R": "MathExpression|pysssss"
+      },
+      "widgets_values": [
+        "max(a.width, a.height)"
+      ],
+      "title": "native edge (ref 2)"
+    },
+    {
+      "id": 33,
+      "type": "MathExpression|pysssss",
+      "pos": [
+        -1180,
+        620
+      ],
+      "size": [
+        260,
+        120
+      ],
+      "flags": {},
+      "order": 27,
+      "mode": 4,
+      "inputs": [
+        {
+          "name": "a",
+          "type": "IMAGE",
+          "link": 36
+        },
+        {
+          "name": "c",
+          "type": "INT",
+          "link": 38
+        }
+      ],
+      "outputs": [
+        {
+          "name": "INT",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            41
+          ]
+        },
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-custom-scripts",
+        "ver": "1.0.0",
+        "Node name for S&R": "MathExpression|pysssss"
+      },
+      "widgets_values": [
+        "max(a.width, a.height, c)"
+      ],
+      "title": "upscaled edge (ref 2)"
+    },
+    {
+      "id": 34,
+      "type": "ComfySwitchNode",
+      "pos": [
+        -880,
+        500
+      ],
+      "size": [
+        260,
+        100
+      ],
+      "flags": {},
+      "order": 28,
+      "mode": 4,
+      "inputs": [
+        {
+          "name": "on_false",
+          "type": "INT",
+          "link": 40
+        },
+        {
+          "name": "on_true",
+          "type": "INT",
+          "link": 41
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "link": 20,
+          "widget": {
+            "name": "switch"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            42,
+            43
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "ComfySwitchNode"
+      },
+      "widgets_values": [
+        false
+      ],
+      "title": "apply upscale (ref 2)"
+    },
+    {
+      "id": 35,
+      "type": "MathExpression|pysssss",
+      "pos": [
+        -880,
+        650
+      ],
+      "size": [
+        260,
+        120
+      ],
+      "flags": {},
+      "order": 29,
+      "mode": 4,
+      "inputs": [
+        {
+          "name": "a",
+          "type": "INT",
+          "link": 42
+        },
+        {
+          "name": "c",
+          "type": "INT",
+          "link": 39
+        }
+      ],
+      "outputs": [
+        {
+          "name": "INT",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            44
+          ]
+        },
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-custom-scripts",
         "ver": "1.0.0",
-        "Node name for S&R": "QwenEditAdaptiveLongestEdge"
+        "Node name for S&R": "MathExpression|pysssss"
       },
       "widgets_values": [
-        1024
+        "min(a, c)"
       ],
-      "title": "Ref 2 adaptive size"
+      "title": "downscaled edge (ref 2)"
     },
     {
-      "id": 28,
+      "id": 36,
+      "type": "ComfySwitchNode",
+      "pos": [
+        -580,
+        500
+      ],
+      "size": [
+        260,
+        100
+      ],
+      "flags": {},
+      "order": 30,
+      "mode": 4,
+      "inputs": [
+        {
+          "name": "on_false",
+          "type": "INT",
+          "link": 43
+        },
+        {
+          "name": "on_true",
+          "type": "INT",
+          "link": 44
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "link": 22,
+          "widget": {
+            "name": "switch"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output",
+          "type": "INT",
+          "slot_index": 0,
+          "links": [
+            45
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "ComfySwitchNode"
+      },
+      "widgets_values": [
+        false
+      ],
+      "title": "apply downscale (ref 2)"
+    },
+    {
+      "id": 37,
       "type": "QwenEditConfigPreparer",
       "pos": [
-        -520,
-        380
+        -280,
+        460
       ],
       "size": [
         340,
         320
       ],
       "flags": {},
-      "order": 22,
+      "order": 31,
       "mode": 4,
       "inputs": [
         {
           "name": "image",
           "type": "IMAGE",
-          "link": 27
+          "link": 37
         },
         {
           "name": "configs",
           "type": "LIST",
-          "link": 25,
+          "link": 34,
           "shape": 7
         },
         {
           "name": "ref_longest_edge",
           "type": "INT",
-          "link": 28,
+          "link": 45,
           "widget": {
             "name": "ref_longest_edge"
           }
@@ -970,7 +1425,7 @@
           "type": "LIST",
           "slot_index": 0,
           "links": [
-            29
+            46
           ]
         },
         {
@@ -999,10 +1454,10 @@
       "title": "Reference image 2 config"
     },
     {
-      "id": 30,
+      "id": 40,
       "type": "TextEncodeQwenImageEditPlusCustom_lrzjason",
       "pos": [
-        -120,
+        120,
         40
       ],
       "size": [
@@ -1010,7 +1465,7 @@
         260
       ],
       "flags": {},
-      "order": 23,
+      "order": 32,
       "mode": 0,
       "inputs": [
         {
@@ -1026,7 +1481,7 @@
         {
           "name": "configs",
           "type": "LIST",
-          "link": 29
+          "link": 46
         }
       ],
       "outputs": [
@@ -1035,8 +1490,8 @@
           "type": "CONDITIONING",
           "slot_index": 0,
           "links": [
-            30,
-            31
+            47,
+            48
           ]
         },
         {
@@ -1044,7 +1499,7 @@
           "type": "LATENT",
           "slot_index": 1,
           "links": [
-            32
+            49
           ]
         },
         {
@@ -1052,7 +1507,7 @@
           "type": "ANY",
           "slot_index": 2,
           "links": [
-            33
+            50
           ]
         }
       ],
@@ -1069,10 +1524,10 @@
       "title": "Qwen Edit Encode (prompt here)"
     },
     {
-      "id": 31,
+      "id": 41,
       "type": "QwenEditOutputExtractor",
       "pos": [
-        340,
+        560,
         300
       ],
       "size": [
@@ -1080,13 +1535,13 @@
         260
       ],
       "flags": {},
-      "order": 24,
+      "order": 33,
       "mode": 0,
       "inputs": [
         {
           "name": "custom_output",
           "type": "ANY",
-          "link": 33
+          "link": 50
         }
       ],
       "outputs": [
@@ -1095,7 +1550,7 @@
           "type": "ANY",
           "slot_index": 0,
           "links": [
-            34
+            51
           ]
         },
         {
@@ -1157,10 +1612,10 @@
       "widgets_values": []
     },
     {
-      "id": 32,
+      "id": 42,
       "type": "ConditioningZeroOut",
       "pos": [
-        340,
+        560,
         180
       ],
       "size": [
@@ -1168,13 +1623,13 @@
         50
       ],
       "flags": {},
-      "order": 25,
+      "order": 34,
       "mode": 0,
       "inputs": [
         {
           "name": "conditioning",
           "type": "CONDITIONING",
-          "link": 31
+          "link": 48
         }
       ],
       "outputs": [
@@ -1183,7 +1638,7 @@
           "type": "CONDITIONING",
           "slot_index": 0,
           "links": [
-            35
+            52
           ]
         }
       ],
@@ -1196,7 +1651,7 @@
       "title": "Negative (zeroed)"
     },
     {
-      "id": 33,
+      "id": 43,
       "type": "KSampler",
       "pos": [
         1020,
@@ -1207,7 +1662,7 @@
         450
       ],
       "flags": {},
-      "order": 26,
+      "order": 35,
       "mode": 0,
       "inputs": [
         {
@@ -1218,17 +1673,17 @@
         {
           "name": "positive",
           "type": "CONDITIONING",
-          "link": 30
+          "link": 47
         },
         {
           "name": "negative",
           "type": "CONDITIONING",
-          "link": 35
+          "link": 52
         },
         {
           "name": "latent_image",
           "type": "LATENT",
-          "link": 32
+          "link": 49
         },
         {
           "name": "steps",
@@ -1249,126 +1704,248 @@
       ],
       "outputs": [
         {
-          "name": "LATENT",
-          "type": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            53
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "KSampler"
+      },
+      "widgets_values": [
+        42,
+        "randomize",
+        4,
+        1.0,
+        "euler",
+        "simple",
+        1
+      ]
+    },
+    {
+      "id": 44,
+      "type": "VAEDecode",
+      "pos": [
+        1380,
+        -20
+      ],
+      "size": [
+        210,
+        50
+      ],
+      "flags": {},
+      "order": 36,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 53
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 6
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            54
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 45,
+      "type": "CropWithPadInfo",
+      "pos": [
+        1380,
+        80
+      ],
+      "size": [
+        280,
+        80
+      ],
+      "flags": {},
+      "order": 37,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 54
+        },
+        {
+          "name": "pad_info",
+          "type": "ANY",
+          "link": 51
+        }
+      ],
+      "outputs": [
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            55,
+            56
+          ]
+        },
+        {
+          "name": "scale_by",
+          "type": "FLOAT",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-qweneditutils",
+        "ver": "1.0.0",
+        "Node name for S&R": "CropWithPadInfo"
+      },
+      "widgets_values": [],
+      "title": "Remove padding"
+    },
+    {
+      "id": 46,
+      "type": "PrimitiveBoolean",
+      "pos": [
+        1380,
+        220
+      ],
+      "size": [
+        340,
+        60
+      ],
+      "flags": {},
+      "order": 38,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "BOOLEAN",
+          "type": "BOOLEAN",
           "slot_index": 0,
           "links": [
-            36
+            57
           ]
         }
       ],
       "properties": {
         "cnr_id": "comfy-core",
         "ver": "0.3.48",
-        "Node name for S&R": "KSampler"
+        "Node name for S&R": "PrimitiveBoolean"
       },
       "widgets_values": [
-        42,
-        "randomize",
-        4,
-        1.0,
-        "euler",
-        "simple",
-        1
-      ]
+        false
+      ],
+      "title": "upscale_output_to_selected_size"
     },
     {
-      "id": 40,
-      "type": "VAEDecode",
+      "id": 47,
+      "type": "PrimitiveInt",
       "pos": [
         1380,
-        -20
+        320
       ],
       "size": [
-        210,
-        50
+        340,
+        60
       ],
       "flags": {},
-      "order": 27,
+      "order": 39,
       "mode": 0,
-      "inputs": [
-        {
-          "name": "samples",
-          "type": "LATENT",
-          "link": 36
-        },
-        {
-          "name": "vae",
-          "type": "VAE",
-          "link": 6
-        }
-      ],
+      "inputs": [],
       "outputs": [
         {
-          "name": "IMAGE",
-          "type": "IMAGE",
+          "name": "INT",
+          "type": "INT",
           "slot_index": 0,
           "links": [
-            37
+            58
           ]
         }
       ],
       "properties": {
         "cnr_id": "comfy-core",
         "ver": "0.3.48",
-        "Node name for S&R": "VAEDecode"
+        "Node name for S&R": "PrimitiveInt"
       },
-      "widgets_values": []
+      "widgets_values": [
+        2048,
+        "fixed"
+      ],
+      "title": "Selected output size"
     },
     {
-      "id": 41,
-      "type": "CropWithPadInfo",
+      "id": 48,
+      "type": "ImageScaleToMaxDimension",
       "pos": [
         1380,
-        80
+        430
       ],
       "size": [
         280,
-        80
+        100
       ],
       "flags": {},
-      "order": 28,
+      "order": 40,
       "mode": 0,
       "inputs": [
         {
           "name": "image",
           "type": "IMAGE",
-          "link": 37
+          "link": 55
         },
         {
-          "name": "pad_info",
-          "type": "ANY",
-          "link": 34
+          "name": "largest_size",
+          "type": "INT",
+          "link": 58,
+          "widget": {
+            "name": "largest_size"
+          }
         }
       ],
       "outputs": [
         {
-          "name": "cropped_image",
+          "name": "IMAGE",
           "type": "IMAGE",
           "slot_index": 0,
           "links": [
-            38
+            59
           ]
-        },
-        {
-          "name": "scale_by",
-          "type": "FLOAT",
-          "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfyui-qweneditutils",
-        "ver": "1.0.0",
-        "Node name for S&R": "CropWithPadInfo"
+        "cnr_id": "comfy-core",
+        "ver": "0.3.48",
+        "Node name for S&R": "ImageScaleToMaxDimension"
       },
-      "widgets_values": [],
-      "title": "Remove padding"
+      "widgets_values": [
+        "lanczos",
+        2048
+      ],
+      "title": "Scale output"
     },
     {
-      "id": 42,
-      "type": "ImageScaleBy",
+      "id": 49,
+      "type": "ComfySwitchNode",
       "pos": [
-        1380,
+        1720,
         220
       ],
       "size": [
@@ -1376,41 +1953,53 @@
         100
       ],
       "flags": {},
-      "order": 29,
+      "order": 41,
       "mode": 0,
       "inputs": [
         {
-          "name": "image",
+          "name": "on_false",
           "type": "IMAGE",
-          "link": 38
+          "link": 56
+        },
+        {
+          "name": "on_true",
+          "type": "IMAGE",
+          "link": 59
+        },
+        {
+          "name": "switch",
+          "type": "BOOLEAN",
+          "link": 57,
+          "widget": {
+            "name": "switch"
+          }
         }
       ],
       "outputs": [
         {
-          "name": "IMAGE",
+          "name": "output",
           "type": "IMAGE",
           "slot_index": 0,
           "links": [
-            39
+            60
           ]
         }
       ],
       "properties": {
         "cnr_id": "comfy-core",
         "ver": "0.3.48",
-        "Node name for S&R": "ImageScaleBy"
+        "Node name for S&R": "ComfySwitchNode"
       },
       "widgets_values": [
-        "lanczos",
-        1.0
+        false
       ],
-      "title": "Output Scale"
+      "title": "Output size switch"
     },
     {
-      "id": 43,
+      "id": 50,
       "type": "SaveImage",
       "pos": [
-        1720,
+        2060,
         -20
       ],
       "size": [
@@ -1418,13 +2007,13 @@
         460
       ],
       "flags": {},
-      "order": 30,
+      "order": 42,
       "mode": 0,
       "inputs": [
         {
           "name": "images",
           "type": "IMAGE",
-          "link": 39
+          "link": 60
         }
       ],
       "outputs": [],
@@ -1438,18 +2027,18 @@
       ]
     },
     {
-      "id": 44,
+      "id": 51,
       "type": "MarkdownNote",
       "pos": [
         -1500,
-        -560
+        -720
       ],
       "size": [
-        560,
-        420
+        620,
+        380
       ],
       "flags": {},
-      "order": 31,
+      "order": 43,
       "mode": 0,
       "inputs": [],
       "outputs": [],
@@ -1459,7 +2048,7 @@
         "Node name for S&R": "MarkdownNote"
       },
       "widgets_values": [
-        "## Qwen Edit Turbo v3\n\n**2511 + Lightning toggle + input preprocessing + output size control** (needs [Comfyui-QwenEditUtils](https://github.com/lrzjason/Comfyui-QwenEditUtils))\n\n- **Lightning Mode** true = 4 steps / CFG 1.0 with the Lightning LoRA; false = 12 steps / CFG 3.0, no LoRA (quality run). Swap the LoRA widget to the 8-steps file + Steps (lightning) 8 for the 8-step variant.\n- **Output size**: *Adaptive output size* true = output matches input aspect/size, longest edge capped at 2048. false = uses *Output longest edge (manual)*.\n- **Reference Image 2**: bypassed by default (Ctrl+B the 3 purple nodes to enable) for multi-image edits (\"put the subject of Picture 1 in the outfit of Picture 2...\").\n- **Output Scale**: post-decode lanczos scale factor on the final image.\n- Main image uses `pad` crop; padding is removed after decode by CropWithPadInfo.\n\n**Models** (all in [aleph65/ComfyUI](https://huggingface.co/aleph65/ComfyUI))\n- diffusion_models: `qwen_image_edit_2511_bf16.safetensors`\n- text_encoders: `qwen_2.5_vl_7b.safetensors` | vae: `qwen_image_vae.safetensors`\n- loras: `Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors` (and 8steps)\n"
+        "## Qwen Edit Turbo v3 (rev 2)\n\n**2511 + Lightning toggle + input size normalization + output size control** (needs [Comfyui-QwenEditUtils](https://github.com/lrzjason/Comfyui-QwenEditUtils) + [ComfyUI-Custom-Scripts](https://github.com/pythongosssss/ComfyUI-Custom-Scripts))\n\n- **Lightning Mode** true = 4 steps / CFG 1.0 with the Lightning LoRA; false = 12 steps / CFG 3.0, no LoRA. Swap the LoRA widget + Steps (lightning) for the 8-step variant.\n- **upscale_input_to_max_size** (true): inputs smaller than *Input max size* are upscaled to it. **downscale_input_to_max_size** (true): larger inputs are downscaled to it. Both true = always render at max size (1536 main / 1024 ref). Both false = render at native input size. Applies to both image chains.\n- **upscale_output_to_selected_size** (false): scale the final image so its longest edge = *Selected output size* (2048). Off = output stays at render size. (For real detail gain use the qwen-edit-upscale-2k workflow on the output instead - this is plain lanczos.)\n- **Reference Image 2**: bypassed by default - Ctrl+B the purple group to enable for multi-image edits.\n- Aspect ratio is always preserved exactly (pad encode + CropWithPadInfo after decode).\n\n**Models** (all in [aleph65/ComfyUI](https://huggingface.co/aleph65/ComfyUI)): `qwen_image_edit_2511_bf16`, `qwen_2.5_vl_7b`, `qwen_image_vae`, Lightning 4/8-step loras\n"
       ],
       "title": "README"
     }
@@ -1493,7 +2082,7 @@
       4,
       3,
       0,
-      30,
+      40,
       0,
       "CLIP"
     ],
@@ -1501,7 +2090,7 @@
       5,
       4,
       0,
-      30,
+      40,
       1,
       "VAE"
     ],
@@ -1509,7 +2098,7 @@
       6,
       4,
       0,
-      40,
+      44,
       1,
       "VAE"
     ],
@@ -1530,250 +2119,418 @@
       "BOOLEAN"
     ],
     [
-      9,
-      5,
+      9,
+      5,
+      0,
+      8,
+      2,
+      "BOOLEAN"
+    ],
+    [
+      10,
+      9,
+      0,
+      7,
+      0,
+      "INT"
+    ],
+    [
+      11,
+      10,
+      0,
+      7,
+      1,
+      "INT"
+    ],
+    [
+      12,
+      11,
+      0,
+      8,
+      0,
+      "FLOAT"
+    ],
+    [
+      13,
+      12,
+      0,
+      8,
+      1,
+      "FLOAT"
+    ],
+    [
+      14,
+      6,
+      0,
+      13,
+      0,
+      "MODEL"
+    ],
+    [
+      15,
+      7,
+      0,
+      43,
+      4,
+      "INT"
+    ],
+    [
+      16,
+      8,
+      0,
+      43,
+      5,
+      "FLOAT"
+    ],
+    [
+      17,
+      13,
+      0,
+      14,
+      0,
+      "MODEL"
+    ],
+    [
+      18,
+      14,
+      0,
+      43,
+      0,
+      "MODEL"
+    ],
+    [
+      19,
+      15,
+      0,
+      24,
+      2,
+      "BOOLEAN"
+    ],
+    [
+      20,
+      15,
+      0,
+      34,
+      2,
+      "BOOLEAN"
+    ],
+    [
+      21,
+      16,
+      0,
+      26,
+      2,
+      "BOOLEAN"
+    ],
+    [
+      22,
+      16,
+      0,
+      36,
+      2,
+      "BOOLEAN"
+    ],
+    [
+      23,
+      20,
+      0,
+      22,
+      0,
+      "IMAGE"
+    ],
+    [
+      24,
+      20,
+      0,
+      23,
+      0,
+      "IMAGE"
+    ],
+    [
+      25,
+      20,
       0,
-      8,
-      2,
-      "BOOLEAN"
+      27,
+      0,
+      "IMAGE"
     ],
     [
-      10,
-      9,
-      0,
-      7,
+      26,
+      21,
       0,
+      23,
+      1,
       "INT"
     ],
     [
-      11,
-      10,
+      27,
+      21,
       0,
-      7,
+      25,
       1,
       "INT"
     ],
     [
-      12,
-      11,
+      28,
+      22,
       0,
-      8,
+      24,
       0,
-      "FLOAT"
+      "INT"
     ],
     [
-      13,
-      12,
+      29,
+      23,
       0,
-      8,
+      24,
       1,
-      "FLOAT"
+      "INT"
     ],
     [
-      14,
-      6,
+      30,
+      24,
       0,
-      13,
+      25,
       0,
-      "MODEL"
+      "INT"
     ],
     [
-      15,
-      7,
+      31,
+      24,
+      0,
+      26,
       0,
-      33,
-      4,
       "INT"
     ],
     [
-      16,
-      8,
+      32,
+      25,
       0,
-      33,
-      5,
-      "FLOAT"
+      26,
+      1,
+      "INT"
     ],
     [
-      17,
-      13,
+      33,
+      26,
       0,
-      14,
+      27,
+      1,
+      "INT"
+    ],
+    [
+      34,
+      27,
       0,
-      "MODEL"
+      37,
+      1,
+      "LIST"
     ],
     [
-      18,
-      14,
+      35,
+      30,
       0,
-      33,
+      32,
       0,
-      "MODEL"
+      "IMAGE"
     ],
     [
-      19,
-      20,
+      36,
+      30,
       0,
-      21,
+      33,
       0,
       "IMAGE"
     ],
     [
-      20,
-      20,
+      37,
+      30,
       0,
-      25,
+      37,
       0,
       "IMAGE"
     ],
     [
-      21,
-      21,
+      38,
+      31,
       0,
-      24,
+      33,
       1,
       "INT"
     ],
     [
-      22,
-      22,
-      0,
-      24,
+      39,
+      31,
       0,
+      35,
+      1,
       "INT"
     ],
     [
-      23,
-      23,
+      40,
+      32,
       0,
-      24,
-      2,
-      "BOOLEAN"
+      34,
+      0,
+      "INT"
     ],
     [
-      24,
-      24,
+      41,
+      33,
       0,
-      25,
+      34,
       1,
       "INT"
     ],
     [
-      25,
-      25,
+      42,
+      34,
       0,
-      28,
-      1,
-      "LIST"
+      35,
+      0,
+      "INT"
     ],
     [
-      26,
-      26,
+      43,
+      34,
       0,
-      27,
+      36,
       0,
-      "IMAGE"
+      "INT"
     ],
     [
-      27,
-      26,
-      0,
-      28,
+      44,
+      35,
       0,
-      "IMAGE"
+      36,
+      1,
+      "INT"
     ],
     [
-      28,
-      27,
+      45,
+      36,
       0,
-      28,
+      37,
       2,
       "INT"
     ],
     [
-      29,
-      28,
+      46,
+      37,
       0,
-      30,
+      40,
       2,
       "LIST"
     ],
     [
-      30,
-      30,
+      47,
+      40,
       0,
-      33,
+      43,
       1,
       "CONDITIONING"
     ],
     [
-      31,
-      30,
+      48,
+      40,
       0,
-      32,
+      42,
       0,
       "CONDITIONING"
     ],
     [
-      32,
-      30,
+      49,
+      40,
       1,
-      33,
+      43,
       3,
       "LATENT"
     ],
     [
-      33,
-      30,
+      50,
+      40,
       2,
-      31,
+      41,
       0,
       "ANY"
     ],
     [
-      34,
-      31,
-      0,
+      51,
       41,
+      0,
+      45,
       1,
       "ANY"
     ],
     [
-      35,
-      32,
+      52,
+      42,
       0,
-      33,
+      43,
       2,
       "CONDITIONING"
     ],
     [
-      36,
-      33,
+      53,
+      43,
       0,
-      40,
+      44,
       0,
       "LATENT"
     ],
     [
-      37,
-      40,
+      54,
+      44,
       0,
-      41,
+      45,
       0,
       "IMAGE"
     ],
     [
-      38,
-      41,
+      55,
+      45,
       0,
-      42,
+      48,
       0,
       "IMAGE"
     ],
     [
-      39,
-      42,
+      56,
+      45,
       0,
-      43,
+      49,
+      0,
+      "IMAGE"
+    ],
+    [
+      57,
+      46,
+      0,
+      49,
+      2,
+      "BOOLEAN"
+    ],
+    [
+      58,
+      47,
+      0,
+      48,
+      1,
+      "INT"
+    ],
+    [
+      59,
+      48,
+      0,
+      49,
+      1,
+      "IMAGE"
+    ],
+    [
+      60,
+      49,
+      0,
+      50,
       0,
       "IMAGE"
     ]
@@ -1784,9 +2541,9 @@
       "title": "Models",
       "bounding": [
         -60,
-        -640,
+        -700,
         380,
-        580
+        640
       ],
       "color": "#3f789e",
       "font_size": 24,
@@ -1797,9 +2554,9 @@
       "title": "Lightning Toggle",
       "bounding": [
         340,
-        -640,
+        -700,
         660,
-        540
+        600
       ],
       "color": "#8A8",
       "font_size": 24,
@@ -1807,37 +2564,50 @@
     },
     {
       "id": 3,
-      "title": "Input + Preprocessing",
+      "title": "Input Size Toggles (both images)",
       "bounding": [
         -1520,
-        -140,
-        1380,
-        620
+        -340,
+        380,
+        240
       ],
-      "color": "#3f789e",
+      "color": "#8A8",
       "font_size": 24,
       "flags": {}
     },
     {
       "id": 4,
+      "title": "Main Image + Preprocessing",
+      "bounding": [
+        -1520,
+        -100,
+        1600,
+        500
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 5,
       "title": "Optional 2nd Reference (Ctrl+B to enable)",
       "bounding": [
         -1520,
-        320,
-        1380,
-        420
+        420,
+        1600,
+        500
       ],
       "color": "#a363d9",
       "font_size": 24,
       "flags": {}
     },
     {
-      "id": 5,
+      "id": 6,
       "title": "Encode",
       "bounding": [
-        -140,
+        100,
         -40,
-        800,
+        780,
         640
       ],
       "color": "#3f789e",
@@ -1845,13 +2615,13 @@
       "flags": {}
     },
     {
-      "id": 6,
+      "id": 7,
       "title": "Sample + Output",
       "bounding": [
         1000,
         -100,
-        1140,
-        640
+        1480,
+        680
       ],
       "color": "#b58b2a",
       "font_size": 24,