Update app.py

app.py

@@ -357,10 +357,6 @@ print(f"Checkpoint: {checkpoint_path}")
 print(f"Spatial upsampler: {spatial_upsampler_path}")
 print(f"Gemma root: {gemma_root}")
 
-del pipeline
-gc.collect()
-torch.cuda.empty_cache()
-
 # Initialize pipeline WITH text encoder and optional audio support
 # ---- Replace block (pipeline init) lines 275-281 ----
 pipeline = LTX23NegativePromptTwoStagePipeline(
@@ -491,6 +487,10 @@ def apply_prepared_lora_config_to_pipeline():
         print("[LoRA] Prepared LoRA config already active; skipping.")
         return True
 
+    del pipeline
+    gc.collect()
+    torch.cuda.empty_cache()
+    
     pipeline = LTX23NegativePromptTwoStagePipeline(
         checkpoint_path=str(checkpoint_path),
         spatial_upsampler_path=str(spatial_upsampler_path),