How to implement scheduled tasks and periodic tasks in FastAPI
Introduction:
FastAPI is a modern, highly performant Python framework focused on building API applications. However, sometimes we need to perform scheduled tasks and periodic tasks in FastAPI applications. This article describes how to implement these tasks in a FastAPI application and provides corresponding code examples.
1. Implementation of scheduled tasks
Using APScheduler library
APScheduler is a powerful Python library for scheduling and managing scheduled tasks. It supports multiple task schedulers, such as based on date, time interval and Cron expression. The following are the steps to use APScheduler to implement scheduled tasks in FastAPI:
pip install apscheduler
in the terminal to install the APScheduler library. tasks.py
to define scheduled tasks. from apscheduler.schedulers.background import BackgroundScheduler scheduler = BackgroundScheduler() @scheduler.scheduled_job('interval', seconds=10) def job(): print("This is a scheduled job") scheduler.start()
from fastapi import FastAPI from .tasks import scheduler app = FastAPI() app.mount("/tasks", scheduler.app)
Using Celery library
Celery is a powerful distributed task queue library that supports asynchronous and scheduled tasks. The following are the steps to use Celery to implement scheduled tasks in FastAPI:
pip install celery
in the terminal to install the Celery library. tasks.py
to define scheduled tasks. from celery import Celery app = Celery('tasks', broker='redis://localhost:6379') @app.task def job(): print("This is a scheduled job")
from fastapi import FastAPI from .tasks import app as celery_app app = FastAPI() app.mount("/tasks", celery_app)
2. Implementation of periodic tasks
Using the APScheduler library
The APScheduler library also supports the scheduling of periodic tasks. The following are the steps to use APScheduler to implement periodic tasks in a FastAPI application:
from apscheduler.triggers.cron import CronTrigger scheduler = BackgroundScheduler() @scheduler.scheduled_job(CronTrigger.from_crontab('* * * * *')) def job(): print("This is a periodic job") scheduler.start()
Using the Celery library
The Celery library also supports the scheduling of periodic tasks. The following are the steps to use Celery to implement periodic tasks in a FastAPI application:
from celery import Celery from celery.schedules import crontab app = Celery('tasks', broker='redis://localhost:6379') @app.task def job(): print("This is a periodic job") app.conf.beat_schedule = { 'job': { 'task': 'tasks.job', 'schedule': crontab(minute='*'), }, }
Conclusion:
By using APScheduler or Celery library, we can easily implement scheduled tasks and periodic tasks in FastAPI applications. The code examples provided above can be used as a reference to help you quickly implement these task functions in your FastAPI project. Although the above are simple examples, you can further extend and customize your own task logic based on these examples.
Reference materials:
(This article is for reference only, please adjust and modify it accordingly according to actual needs.)
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