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"""Server that will listen for GET and POST requests from the client.""" |
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import time |
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from typing import List |
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from fastapi import FastAPI, File, Form, UploadFile |
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from fastapi.responses import JSONResponse, Response |
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import asyncio |
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from common import SERVER_TMP_PATH, SEIZURE_DETECTION_MODEL_PATH |
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from client_server_interface import FHEServer |
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FHE_SERVER = FHEServer(model_path=SEIZURE_DETECTION_MODEL_PATH) |
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def get_server_file_path(name, user_id): |
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"""Get the correct temporary file path for the server. |
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Args: |
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name (str): The desired file name. |
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user_id (int): The current user's ID. |
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Returns: |
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pathlib.Path: The file path. |
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""" |
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return SERVER_TMP_PATH / f"{name}_seizure_detection_{user_id}" |
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app = FastAPI() |
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@app.get("/") |
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def root(): |
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return {"message": "Welcome to Your Seizure Detection FHE Server!"} |
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@app.post("/send_input") |
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def send_input( |
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user_id: str = Form(), |
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files: List[UploadFile] = File(), |
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): |
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"""Send the inputs to the server.""" |
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encrypted_image_path = get_server_file_path("encrypted_image", user_id) |
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evaluation_key_path = get_server_file_path("evaluation_key", user_id) |
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with encrypted_image_path.open("wb") as encrypted_image, evaluation_key_path.open( |
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"wb" |
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) as evaluation_key: |
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encrypted_image.write(files[0].file.read()) |
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evaluation_key.write(files[1].file.read()) |
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@app.post("/run_fhe") |
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async def run_fhe( |
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user_id: str = Form(), |
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): |
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"""Execute seizure detection on the encrypted input image using FHE.""" |
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encrypted_image_path = get_server_file_path("encrypted_image", user_id) |
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evaluation_key_path = get_server_file_path("evaluation_key", user_id) |
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with encrypted_image_path.open("rb") as encrypted_image_file, evaluation_key_path.open( |
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"rb" |
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) as evaluation_key_file: |
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encrypted_image = encrypted_image_file.read() |
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evaluation_key = evaluation_key_file.read() |
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async def run_fhe_task(): |
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start = time.time() |
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encrypted_output = FHE_SERVER.run(encrypted_image, evaluation_key) |
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fhe_execution_time = round(time.time() - start, 2) |
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encrypted_output_path = get_server_file_path("encrypted_output", user_id) |
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with encrypted_output_path.open("wb") as encrypted_output_file: |
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encrypted_output_file.write(encrypted_output) |
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return fhe_execution_time |
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task = asyncio.create_task(run_fhe_task()) |
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return JSONResponse(content={"message": "FHE execution started", "task_id": str(id(task))}) |
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@app.get("/fhe_status/{task_id}") |
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async def fhe_status(task_id: str): |
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"""Check the status of an FHE execution task and return the execution time if completed.""" |
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for task in asyncio.all_tasks(): |
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if str(id(task)) == task_id: |
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if task.done(): |
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try: |
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execution_time = task.result() |
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return JSONResponse(content={"status": "completed", "execution_time": execution_time}) |
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except Exception as e: |
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return JSONResponse(content={"status": "error", "message": str(e)}) |
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else: |
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return JSONResponse(content={"status": "running"}) |
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return JSONResponse(content={"status": "not_found"}) |
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@app.post("/get_output") |
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def get_output( |
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user_id: str = Form(), |
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): |
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"""Retrieve the encrypted output.""" |
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encrypted_output_path = get_server_file_path("encrypted_output", user_id) |
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with encrypted_output_path.open("rb") as encrypted_output_file: |
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encrypted_output = encrypted_output_file.read() |
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return Response(encrypted_output) |
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