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@@ -144,7 +144,7 @@
     },
     {
       "id": 2,
-      "type": "DiffusersLoader",
+      "type": "QwenImageEditPlusPipelineLoader",
       "pos": [
         50,
         450
@@ -167,16 +167,16 @@
         }
       ],
       "properties": {
-        "Node name for S&R": "DiffusersLoader"
+        "Node name for S&R": "QwenImageEditPlusPipelineLoader"
       },
       "widgets_values": [
         "Qwen/Qwen-Image-Edit-2509"
       ],
-      "title": "Load Base Pipeline"
+      "title": "Load QwenImageEditPlus Pipeline"
     },
     {
       "id": 3,
-      "type": "TransformerLoader",
+      "type": "QwenImageTransformer2DModelLoader",
       "pos": [
         50,
         600
@@ -199,17 +199,18 @@
         }
       ],
       "properties": {
-        "Node name for S&R": "TransformerLoader"
+        "Node name for S&R": "QwenImageTransformer2DModelLoader"
       },
       "widgets_values": [
         "linoyts/Qwen-Image-Edit-Rapid-AIO",
-        "transformer"
+        "transformer",
+        "bfloat16"
       ],
       "title": "Load Rapid-AIO Transformer"
     },
     {
       "id": 4,
-      "type": "LoraLoader",
+      "type": "LoadLoRAWeights",
       "pos": [
         500,
         450
@@ -239,40 +240,35 @@
         }
       ],
       "properties": {
-        "Node name for S&R": "LoraLoader"
+        "Node name for S&R": "LoadLoRAWeights"
       },
       "widgets_values": [
+        "autoweeb/Qwen-Image-Edit-2509-Photo-to-Anime",
         "Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors",
         "anime",
-        1.0
+        1.0,
+        true
       ],
       "title": "Load Photo-to-Anime LoRA"
     },
     {
       "id": 5,
-      "type": "CLIPTextEncode",
+      "type": "TextInput",
       "pos": [
         500,
         100
       ],
       "size": [
         400,
-        200
+        100
       ],
       "flags": {},
       "order": 4,
       "mode": 0,
-      "inputs": [
-        {
-          "name": "clip",
-          "type": "CLIP",
-          "link": 5
-        }
-      ],
       "outputs": [
         {
-          "name": "CONDITIONING",
-          "type": "CONDITIONING",
+          "name": "TEXT",
+          "type": "STRING",
           "links": [
             6
           ],
@@ -280,7 +276,7 @@
         }
       ],
       "properties": {
-        "Node name for S&R": "CLIPTextEncode"
+        "Node name for S&R": "TextInput"
       },
       "widgets_values": [
         "Convert this photo to anime style"
@@ -288,7 +284,7 @@
     },
     {
       "id": 6,
-      "type": "QwenImageEditSampler",
+      "type": "QwenImageEditPlusSampler",
       "pos": [
         950,
         100
@@ -313,7 +309,7 @@
         },
         {
           "name": "prompt",
-          "type": "CONDITIONING",
+          "type": "STRING",
           "link": 6
         },
         {
@@ -333,18 +329,18 @@
         }
       ],
       "properties": {
-        "Node name for S&R": "QwenImageEditSampler"
+        "Node name for S&R": "QwenImageEditPlusSampler"
       },
       "widgets_values": [
         0,
-        "randomize",
+        true,
         4,
         1.0,
         1024,
         1024,
-        true
+        1
       ],
-      "title": "Qwen Image Edit Pipeline"
+      "title": "Qwen Image Edit Plus Sampler"
     },
     {
       "id": 7,
@@ -392,7 +388,7 @@
         "text": ""
       },
       "widgets_values": [
-        "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"
+        "Photo to Anime Workflow\n\nExact model configuration:\n- Pipeline: QwenImageEditPlusPipeline from Qwen/Qwen-Image-Edit-2509\n- Transformer: QwenImageTransformer2DModel from linoyts/Qwen-Image-Edit-Rapid-AIO (subfolder: transformer, dtype: bfloat16)\n- LoRA: autoweeb/Qwen-Image-Edit-2509-Photo-to-Anime\n- LoRA Weight: Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors\n- Adapter: anime (weight: 1.0, fused and unloaded)\n\nSettings:\n- Steps: 4 | Guidance Scale (true_cfg_scale): 1.0 | Size: 1024x1024 (auto-adjusted)\n- Processor: QwenDoubleStreamAttnProcessorFA3\n- Optimized pipeline with bfloat16\n- num_images_per_prompt: 1\n\nBuilt with anycoder - https://huggingface.co/spaces/akhaliq/anycoder"
       ],
       "bgcolor": "#232323"
     }
@@ -430,21 +426,13 @@
       0,
       "PIPE"
     ],
-    [
-      5,
-      2,
-      1,
-      5,
-      0,
-      "CLIP"
-    ],
     [
       6,
       5,
       0,
       6,
       2,
-      "CONDITIONING"
+      "STRING"
     ],
     [
       7,
@@ -498,10 +486,7 @@
       "version": "1.0.0",
       "author": "anycoder",
       "created_with": "https://huggingface.co/spaces/akhaliq/anycoder",
-      "models": {
-        "pipeline": "Qwen/Qwen-Image-Edit-2509",
-        "transformer": "linoyts/Qwen-Image-Edit-Rapid-AIO",
-        "transformer_subfolder": "transformer",
+      transformer_subfolder": "transformer",
         "lora_weight_name": "Qwen-Image-Edit-2509-Photo-to-Anime_000001000.safetensors",
         "adapter_name": "anime",
         "adapter_weight": 1.0