Roman
Add app files
21c7197 unverified
raw
history blame
2.89 kB
"""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
# Initialize an instance of FastAPI
app = FastAPI()
# Define the default route
@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()
# Load the model
fhe_model = CustomFHEServer(FILTERS_PATH / f"{filter}/deployment")
# Run the FHE execution
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)