Update model.py

model.py

@@ -8,10 +8,7 @@ from diffusers import (
     ControlNetModel, 
     LCMScheduler
 )
-# --- START FIX ---
-# Import MultiControlNetModel from its new, correct location
 from diffusers.models.controlnets.multicontrolnet import MultiControlNetModel
-# --- END FIX ---
 
 # Import the custom pipeline from your local file
 from pipeline_stable_diffusion_xl_instantid_img2img import StableDiffusionXLInstantIDImg2ImgPipeline
@@ -137,13 +134,15 @@ class ModelHandler:
                 local_dir_use_symlinks=False
             )
         
-        # The custom pipeline has this method, now pass the LOCAL FILE PATH
         print(f"Loading IP-Adapter from local file: {ip_adapter_local_path}")
         self.pipeline.load_ip_adapter_instantid(ip_adapter_local_path) # Pass local path
         
+        print("Loading LoRA weights...")
         self.pipeline.load_lora_weights(Config.REPO_ID, weight_name=Config.LORA_FILENAME)
-        self.pipeline.fuse_lora(lora_scale=1.0) 
-
+        
+        # --- FIX: REMOVED self.pipeline.fuse_lora() ---
+        # We do not fuse, so we can set the scale at runtime.
+        
         # 6. Load Preprocessors
         print("Loading Preprocessors (Zoe, LineArt)...")
         self.zoe_detector = ZoeDetector.from_pretrained(Config.ANNOTATOR_REPO)