"""Server that will listen for GET and POST requests from the client.""" import time from typing import List from fastapi import FastAPI, File, Form, UploadFile from fastapi.responses import JSONResponse, Response from utils import DEPLOYMENT_DIR, SERVER_DIR # pylint: disable=no-name-in-module from concrete.ml.deployment import FHEModelServer # Load the FHE server FHE_SERVER = FHEModelServer(DEPLOYMENT_DIR) # Initialize an instance of FastAPI app = FastAPI() # Define the default route @app.get("/") def root(): """ Root endpoint of the health prediction API. Returns: dict: The welcome message. """ return {"message": "Welcome to your disease prediction with FHE!"} @app.post("/send_input") def send_input( user_id: str = Form(), files: List[UploadFile] = File(), ): """Send the inputs to the server.""" print("\nSend the data to the server ............\n") # Receive the Client's files (Evaluation key + Encrypted symptoms) evaluation_key_path = SERVER_DIR / f"{user_id}_valuation_key" encrypted_input_path = SERVER_DIR / f"{user_id}_encrypted_input" # Save the files using the above paths with encrypted_input_path.open("wb") as encrypted_input, evaluation_key_path.open( "wb" ) as evaluation_key: encrypted_input.write(files[0].file.read()) evaluation_key.write(files[1].file.read()) @app.post("/run_fhe") def run_fhe( user_id: str = Form(), ): """Inference in FHE.""" print("\nRun in FHE in the server ............\n") evaluation_key_path = SERVER_DIR / f"{user_id}_valuation_key" encrypted_input_path = SERVER_DIR / f"{user_id}_encrypted_input" # Read the files (Evaluation key + Encrypted symptoms) using the above paths with encrypted_input_path.open("rb") as encrypted_output_file, evaluation_key_path.open( "rb" ) as evaluation_key_file: encrypted_output = encrypted_output_file.read() evaluation_key = evaluation_key_file.read() # Run the FHE execution start = time.time() encrypted_output = FHE_SERVER.run(encrypted_output, evaluation_key) assert isinstance(encrypted_output, bytes) fhe_execution_time = round(time.time() - start, 2) # Retrieve the encrypted output path encrypted_output_path = SERVER_DIR / f"{user_id}_encrypted_output" # Write the file using the above path with encrypted_output_path.open("wb") as f: f.write(encrypted_output) return JSONResponse(content=fhe_execution_time) @app.post("/get_output") def get_output(user_id: str = Form()): """Retrieve the encrypted output from the server.""" print("\nGet the output from the server ............\n") # Path where the encrypted output is saved encrypted_output_path = SERVER_DIR / f"{user_id}_encrypted_output" # Read the file using the above path with encrypted_output_path.open("rb") as f: encrypted_output = f.read() time.sleep(1) # Send the encrypted output return Response(encrypted_output)