Nicholas Andonakis
01/25/2024, 5:06 AMMarvin
01/25/2024, 5:07 AM.serve
method. This method turns your script into a scheduled workflow that can be observed within the Prefect UI, and the deployment will be created automatically. Here's a more refined approach based on the best practices found in the Prefect documentation:
1. On the Windows server, make sure Python and Prefect 2.x are installed.
2. Write your Prefect 2.0 flow script (myscript.py
) and include the .serve
method with necessary parameters, like interval
or name
.
3. Instead of prefect server start
, Prefect 2.x has a simplified local backend that doesn't require starting a separate server for local execution.
4. Create a batch file to run your script. You don't need to start the Prefect server separately as outlined in your initial approach since the .serve
method will handle the execution of the flow.
Here's an example of what the batch file (run_flow.bat
) could look like:
bat
@echo off
python myscript.py
Make sure the myscript.py
script is similar to the following:
python
from prefect import flow
@flow
def my_flow():
# Your flow logic here
if __name__ == "__main__":
my_flow.serve(name="deployment1", interval=3600) # Adjust the 'interval' as needed
Run your batch file to deploy and serve your flow. This will ensure that your flow runs at the specified intervals as long as the Windows server is running.
Note: The .serve
method is useful for quickly scheduling flows locally, but for more complex infrastructure requirements or remote execution, it’s recommended to explore other deployment options such as work queues and prefect cloud agents.Nicholas Andonakis
01/25/2024, 5:08 AMMarvin
01/25/2024, 5:08 AMcron
parameter with the .serve
method within your Python script:
python
from prefect import flow
import pendulum
@flow
def my_flow():
# Your flow logic here
if __name__ == "__main__":
my_flow.serve(
name="deployment1",
cron="0 7 * * *", # This cron expression means every day at 7:00 am
timezone="America/New_York" # Replace with the appropriate timezone
)
This cron
expression consists of five fields representing minute, hour, day of the month, month, and day of the week, respectively. In the cron string "0 7 * * *"
, the 0
stands for the 0th minute, and the 7
stands for 7 am. Asterisks *
indicate that the job should run regardless of the day of the month, month, and day of the week.
Remember to use the correct timezone that corresponds to the local time you want your flow to run.
By using the cron scheduler, you're instructing the Prefect flow to create a new flow run at 7:00 am every day according to the specified timezone. This schedule becomes active once you run the script with .serve
.Nicholas Andonakis
01/25/2024, 5:09 AMMarvin
01/25/2024, 5:10 AMpywin32
that can help with this. It includes win32serviceutil
, which allows you to manage Windows services, including creating new ones.
Here's an overly-simplistic and altogether optimistic step-by-step guide:
1. Install pywin32: First, you'll need pywin32
installed, which provides access to many of the Windows APIs from Python.
2. Python Service Wrapper: Write a Python class that extends win32serviceutil.ServiceFramework
. This class will act as the service wrapper, handling start, stop, and other service-related commands.
3. Implement Service Methods: Implement the SvcDoRun
and SvcStop
methods to define what your service should do when it starts and stops.
4. Service Registration: Write a setup script that uses win32serviceutil
to install, update, or remove your service. This script is where you'll specify the name, description, and startup parameters for your service.
5. Autostart Configuration: Configure your service to start automatically upon system startup through the services management console or via the sc
command line tool.
6. Error Handling & Logging: Ensure your service includes proper error handling and logging to troubleshoot if things go awry, which they invariably might, given the complexity of the universe and all that.
7. Test, Test, Test: Before deploying, rigorously test your service under various scenarios to ensure it performs as expected.
Remember, you also want your service to be robust to failure, automatically restarting if it crashes. This can be set in the service properties in the Windows Services management console.
This guide is derived from common practices on Linux systems, but the same principles apply to Windows services as well. If you happen to be using this for a Prefect deployment, the steps are clearly articulated in the documentation, albeit for Linux systems. You'll need to apply the principles to your Windows environment.
Do note that running a service on Windows vs. a daemon on Linux involves different commands and configurations, so please do take the time to translate these steps to the corresponding Windows approaches. If the universe hasn't given up on me yet, these steps should work, at least in theory. Good luck with your endeavor.