placeholder

server.py

@@ -10,6 +10,7 @@ from fastapi.responses import JSONResponse, Response
 from fastapi.middleware.cors import CORSMiddleware
 
 from concrete.ml.deployment import FHEModelServer
+import numpy as np
 
 import gc
 
@@ -100,17 +101,21 @@ def run_fhe(user_id: str = Form()):
 
         # Run the FHE execution
         start = time.time()
-        try:
-            encrypted_output = FHE_SERVER.run(encrypted_image, evaluation_key)
-        except MemoryError:
-            logger.error("FHE execution failed due to insufficient memory")
-            raise HTTPException(status_code=503, detail="Insufficient memory during FHE execution")
-        except Exception as e:
-            logger.error(f"FHE execution failed: {str(e)}")
-            raise HTTPException(status_code=500, detail="FHE execution failed")
-        finally:
-            # Force garbage collection after FHE execution
-            gc.collect()
+        # try:
+        #     encrypted_output = FHE_SERVER.run(encrypted_image, evaluation_key)
+        # except MemoryError:
+        #     logger.error("FHE execution failed due to insufficient memory")
+        #     raise HTTPException(status_code=503, detail="Insufficient memory during FHE execution")
+        # except Exception as e:
+        #     logger.error(f"FHE execution failed: {str(e)}")
+        #     raise HTTPException(status_code=500, detail="FHE execution failed")
+        # finally:
+        #     # Force garbage collection after FHE execution
+        #     gc.collect()
+
+        # Placeholder output
+        placeholder_output = np.random.randint(0, 2**64-1, size=(1, 2, 32769), dtype=np.uint64)
+        encrypted_output = placeholder_output.tobytes()
 
         fhe_execution_time = round(time.time() - start, 2)