| """Server that will listen for GET and POST requests from the client.""" |
|
|
| import time |
| from typing import List |
|
|
| from common import FILTERS_PATH, SERVER_TMP_PATH |
| from custom_client_server import CustomFHEServer |
| from fastapi import FastAPI, File, Form, UploadFile |
| from fastapi.responses import JSONResponse, Response |
| from pydantic import BaseModel |
|
|
|
|
| def get_server_file_path(name, user_id, image_filter): |
| """Get the correct temporary file path for the server. |
| |
| Args: |
| name (str): The desired file name. |
| user_id (int): The current user's ID. |
| image_filter (str): The filter chosen by the user |
| |
| Returns: |
| pathlib.Path: The file path. |
| """ |
| return SERVER_TMP_PATH / f"{name}_{image_filter}_{user_id}" |
|
|
|
|
| class FilterRequest(BaseModel): |
| filter: str |
|
|
|
|
| |
| app = FastAPI() |
|
|
| |
| @app.get("/") |
| def root(): |
| return {"message": "Welcome to Your Image FHE Filter Server!"} |
|
|
|
|
| @app.post("/send_input") |
| def send_input( |
| user_id: str = Form(), |
| filter: str = Form(), |
| files: List[UploadFile] = File(), |
| ): |
| encrypted_image_path = get_server_file_path("encrypted_image", filter, user_id) |
| evaluation_key_path = get_server_file_path("evaluation_key", filter, user_id) |
|
|
| with encrypted_image_path.open("wb") as encrypted_image, evaluation_key_path.open( |
| "wb" |
| ) as evaluation_key: |
| encrypted_image.write(files[0].file.read()) |
| evaluation_key.write(files[1].file.read()) |
|
|
|
|
| @app.post("/run_fhe") |
| def run_fhe( |
| user_id: str = Form(), |
| filter: str = Form(), |
| ): |
|
|
| encrypted_image_path = get_server_file_path("encrypted_image", filter, user_id) |
| evaluation_key_path = get_server_file_path("evaluation_key", filter, user_id) |
|
|
| with encrypted_image_path.open("rb") as encrypted_image_file, evaluation_key_path.open( |
| "rb" |
| ) as evaluation_key_file: |
| encrypted_image = encrypted_image_file.read() |
| evaluation_key = evaluation_key_file.read() |
|
|
| |
| fhe_model = CustomFHEServer(FILTERS_PATH / f"{filter}/deployment") |
|
|
| |
| start = time.time() |
| encrypted_output_image = fhe_model.run(encrypted_image, evaluation_key) |
| fhe_execution_time = round(time.time() - start, 2) |
|
|
| encrypted_output_path = get_server_file_path("encrypted_output", filter, user_id) |
|
|
| with encrypted_output_path.open("wb") as encrypted_output: |
| encrypted_output.write(encrypted_output_image) |
|
|
| return JSONResponse(content=fhe_execution_time) |
|
|
|
|
| @app.post("/get_output") |
| def get_output( |
| user_id: str = Form(), |
| filter: str = Form(), |
| ): |
| encrypted_output_path = get_server_file_path("encrypted_output", filter, user_id) |
|
|
| with encrypted_output_path.open("rb") as encrypted_output_file: |
| encrypted_output = encrypted_output_file.read() |
|
|
| return Response(encrypted_output) |
|
|