Hey guys! I tried to add background tasks to my Ray Serve endpoints, but I followed the official docs of FastAPI and found BackgroundTasks
from FastAPI
cannot achieve my goal as the add_tasks
method is not an async function.
After a bit of workarounds in this topic, the correct answer is to directly use the BackgroundTask
or BackgroundTasks
from the starlette.background
module. Generally, the boilerplate will be like -
import uuid
import ray
from ray.serve.handle import DeploymentHandle
from starlette.background import BackgroundTask
from starlette.responses import JSONResponse
app = FastAPI()
@serve.deployment
@serve.ingress(app)
class YourAppIngress:
def __init__(self, deployment_handler: DeploymentHandle):
self.handler = deployment_handler
@app.post("/schedule")
def schedule(self, path_or_query_or_body_params_as_usual: str):
try:
# Optional session_id, or task_id, etc.
session_id = str(uuid.uuid1())
your_background_task = BackgroundTask(
self.handler.handle_long_running_request.remote,
session_id,
path_or_query_or_body_params_as_usual,
other_params_that_you_need_to_pass_to_your_task_function
)
except Exception as e:
raise HTTPException(status_code=404, detail=f"Failed to schedule due to: {e}") from None
return JSONResponse(
content={
"session_id": session_id,
"message": "Successfully scheduled.",
},
background= your_background_task,
)
Hope it would help those who are struggling to find a solution.