"""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 # 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") # Retrieve the encrypted input and the evaluation key paths evaluation_key_path = SERVER_DIR / f"{user_id}_valuation_key" encrypted_input_path = SERVER_DIR / f"{user_id}_encrypted_symptoms" # # Write 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_symptoms" # Read the files 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() # Load the FHE server and the model fhe_server = FHEModelServer(DEPLOYMENT_DIR) # 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.""" print("\nGet the output from the server ............\n") # Retrieve the encrypted output path 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) return Response(encrypted_output)