Lora Fix

app.py

@@ -33,19 +33,24 @@ pipe = WanImageToVideoPipeline.from_pretrained(
 pipe.scheduler = UniPCMultistepScheduler.from_config(pipe.scheduler.config, flow_shift=8.0)
 pipe.to("cuda")
 
+lora_adapters = []
+lora_weights = []
 # Load and fuse the single merged FusionX LoRA
+
 try:
+    # Load CausVid LoRA (strength 1.0 as per FusionX)
     lora_path = hf_hub_download(
         repo_id=LORA_REPO_ID, 
         filename=LORA_FILENAME, 
         subfolder=LORA_SUBFOLDER
     )
-    pipe.transformer.load_lora_weights(lora_path, adapter_name="fusionx")
-    pipe.set_adapters(["fusionx"])
-    print("✅ Merged FusionX LoRA loaded. Use the 'LoRA Strength' slider to control the effect.")
+    pipe.load_lora_weights(lora_path, adapter_name="fusionx")
+    lora_adapters.append("fusionx")
+    lora_weights.append(1.0)  # FusionX uses 1.0
+    print("✅ FusionX LoRA loaded (strength: 1.0)")
 except Exception as e:
-    print(f"⚠️ Merged FusionX LoRA not loaded: {e}")
-    print("📝 Using base Wan model without LoRA enhancement. The 'LoRA Strength' slider will have no effect.")
+    print(f"⚠️ FusionX LoRA not loaded: {e}")
+
 
 MOD_VALUE = 32
 DEFAULT_H_SLIDER_VALUE = 576  # FusionX optimized default