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@@ -172,7 +172,7 @@
       "widgets_values": [
         "Qwen/Qwen-Image-Edit-2509"
       ],
-      "title": "Load Qwen-Image-Edit-2509"
+      "title": "Load Base Pipeline"
     },
     {
       "id": 3,
@@ -183,7 +183,7 @@
       ],
       "size": [
         400,
-        100
+        120
       ],
       "flags": {},
       "order": 2,
@@ -202,7 +202,8 @@
         "Node name for S&R": "TransformerLoader"
       },
       "widgets_values": [
-        "linoyts/Qwen-Image-Edit-Rapid-AIO"
+        "linoyts/Qwen-Image-Edit-Rapid-AIO",
+        "transformer"
       ],
       "title": "Load Rapid-AIO Transformer"
     },
@@ -215,7 +216,7 @@
       ],
       "size": [
         400,
-        126
+        150
       ],
       "flags": {},
       "order": 3,
@@ -241,8 +242,8 @@
         "Node name for S&R": "LoraLoader"
       },
       "widgets_values": [
-        "autoweeb/Qwen-Image-Edit-2509-Photo-to-Anime",
         "Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors",
+        "anime",
         1.0
       ],
       "title": "Load Photo-to-Anime LoRA"
@@ -287,14 +288,14 @@
     },
     {
       "id": 6,
-      "type": "ImageToImageSampler",
+      "type": "QwenImageEditSampler",
       "pos": [
         950,
         100
       ],
       "size": [
         400,
-        500
+        520
       ],
       "flags": {},
       "order": 5,
@@ -332,7 +333,7 @@
         }
       ],
       "properties": {
-        "Node name for S&R": "ImageToImageSampler"
+        "Node name for S&R": "QwenImageEditSampler"
       },
       "widgets_values": [
         0,
@@ -340,9 +341,10 @@
         4,
         1.0,
         1024,
-        1024
+        1024,
+        true
       ],
-      "title": "Qwen Image Edit Plus Pipeline"
+      "title": "Qwen Image Edit Pipeline"
     },
     {
       "id": 7,
@@ -377,11 +379,11 @@
       "type": "Note",
       "pos": [
         50,
-        750
+        770
       ],
       "size": [
         850,
-        200
+        220
       ],
       "flags": {},
       "order": 7,
@@ -390,7 +392,7 @@
         "text": ""
       },
       "widgets_values": [
-        "Photo to Anime Workflow - Using Qwen-Image-Edit-2509\n\nModels Used:\n- Base: Qwen/Qwen-Image-Edit-2509 (via QwenImageEditPlusPipeline)\n- Transformer: linoyts/Qwen-Image-Edit-Rapid-AIO (QwenImageTransformer2DModel)\n- LoRA: autoweeb/Qwen-Image-Edit-2509-Photo-to-Anime (weight: 1.0)\n- Attention Processor: QwenDoubleStreamAttnProcessorFA3\n\nSettings:\n- Inference Steps: 4 (configurable 1-40)\n- Guidance Scale: 1.0 (configurable 1.0-10.0)\n- Auto dimension calculation from input image\n- Optimized for bfloat16 precision\n\nBuilt with anycoder - https://huggingface.co/spaces/akhaliq/anycoder"
+        "Photo to Anime Workflow\n\nExact model configuration:\n- Base: Qwen/Qwen-Image-Edit-2509\n- Transformer: linoyts/Qwen-Image-Edit-Rapid-AIO (subfolder: transformer)\n- LoRA Weight: Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors\n- Adapter: anime (weight: 1.0, fused)\n\nSettings:\n- Steps: 4 | Guidance: 1.0 | Size: 1024x1024 (auto-adjusted)\n- Processor: QwenDoubleStreamAttnProcessorFA3\n- Optimized pipeline with bfloat16\n\nBuilt with anycoder - https://huggingface.co/spaces/akhaliq/anycoder"
       ],
       "bgcolor": "#232323"
     }
@@ -455,23 +457,23 @@
   ],
   "groups": [
     {
-      "title": "Input & Model Loading",
+      "title": "Model Loading",
       "bounding": [
         25,
         25,
         900,
-        730
+        750
       ],
       "color": "#3f789e",
       "font_size": 24
     },
     {
-      "title": "Generation Pipeline",
+      "title": "Generation",
       "bounding": [
         925,
         25,
         450,
-        650
+        670
       ],
       "color": "#8A8A8A",
       "font_size": 24
@@ -491,35 +493,19 @@
   "config": {},
   "extra": {
     "workflow_metadata": {
-      "name": "Photo to Anime - Qwen Image Edit 2509",
-      "description": "Transform photos into anime-style images using Qwen-Image-Edit-2509 with linoyts Rapid-AIO transformer and Photo-to-Anime LoRA",
+      "name": "Photo to Anime - Qwen Image Edit",
+      "description": "Transform photos to anime using exact weight names from Gradio app",
       "version": "1.0.0",
       "author": "anycoder",
       "created_with": "https://huggingface.co/spaces/akhaliq/anycoder",
       "models": {
-        "base_pipeline": "Qwen/Qwen-Image-Edit-2509",
+        "pipeline": "Qwen/Qwen-Image-Edit-2509",
         "transformer": "linoyts/Qwen-Image-Edit-Rapid-AIO",
-        "lora": "autoweeb/Qwen-Image-Edit-2509-Photo-to-Anime",
-        "lora_weight": "Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors",
-        "attention_processor": "QwenDoubleStreamAttnProcessorFA3"
-      },
-      "settings": {
-        "dtype": "bfloat16",
-        "num_inference_steps": 4,
-        "true_guidance_scale": 1.0,
-        "lora_scale": 1.0,
-        "adapter_weights": [
-          1.0
-        ]
-      },
-      "features": [
-        "Photo to anime style conversion",
-        "Rapid-AIO transformer for faster inference",
-        "LoRA fine-tuning for anime aesthetics",
-        "Automatic dimension calculation",
-        "FlashAttention 3 optimization",
-        "Pipeline optimization for repeated use"
-      ]
+        "transformer_subfolder": "transformer",
+        "lora_weight_name": "Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors",
+        "adapter_name": "anime",
+        "adapter_weight": 1.0
+      }
     }
   },
   "version": 0.4