Bharat Khaneja
02/24/2025, 10:10 AMMarvin
02/24/2025, 10:10 AMconda
or venv
).
- Install necessary dependencies, including Flask and Prefect.
2. Configure Prefect:
- Connect to Prefect Cloud or a self-hosted Prefect server. Set the PREFECT_API_URL
to either the Prefect Cloud API URL or your server's URL.
- Ensure you have the necessary API key if using Prefect Cloud.
3. Define Your Prefect Flow:
- Use the @flow
decorator to define your Prefect flow and tasks. This can include async tasks if needed.
- Example:
python
from prefect import flow, task
@task
async def async_task_example():
# Perform async operations
return "Task completed"
@flow
async def my_flow():
result = await async_task_example()
print(result)
4. Integrate with Flask:
- Create a Flask app and define routes that trigger your Prefect flow.
- Example:
python
from flask import Flask, jsonify
from prefect import flow
app = Flask(__name__)
@app.route('/run-flow', methods=['GET'])
async def run_flow():
await my_flow()
return jsonify({"status": "Flow executed"}), 200
if __name__ == '__main__':
app.run(debug=True)
5. Run Your Application:
- Start your Flask application and test the endpoint to ensure that your Prefect flow is triggered correctly.
For more detailed guidance, you might find these links useful:
- Prefect Background Task Examples
- Prefect Integrations Documentation
This setup allows you to handle async tasks within a Flask application, leveraging Prefect's orchestration capabilities.