Neil Horlock
07/11/2024, 10:15 PMMarvin
07/11/2024, 10:15 PMpython
from prefect import flow, task
import os
import signal
import time
# Task to monitor water level
@task
def check_water_level():
# Simulate checking the water level
water_level = 210 # This would be replaced with actual sensor data
return water_level
# Task to terminate the long-running script
@task
def terminate_script():
pid = os.getpid() # Get the current process ID
os.kill(pid, signal.SIGTERM) # Send the terminate signal
@flow
def monitoring_flow():
while True:
water_level = check_water_level()
if water_level >= 200:
terminate_script()
break
time.sleep(5) # Check every 5 seconds
if __name__ == "__main__":
monitoring_flow()
### Explanation
- Task check_water_level
: Simulates fetching the water level. In a real scenario, you would replace this with actual sensor data fetching logic.
- Task terminate_script
: Sends a terminate signal to the process running the script.
- Flow monitoring_flow
: Continuously monitors the water level and triggers terminate_script
when the condition is met.
### Additional Resources
You might find useful information and examples by examining the official Prefect documentation or relevant GitHub repositories.
For example, the basic structure of a flow is explained in the code example provided here.
Should you need further assistance or examples, feel free to ask!Neil Horlock
07/11/2024, 10:20 PMserve()
it. Every 8 minutes a subprocess will be spawned to run the flow. I want to signal back to the parent process that we're finished once a flow run detects the right condition. Are signls the recommended way but using the parent pid rather than the subprocess pid?Marvin
07/11/2024, 10:20 PMpython
from prefect import flow, task
from prefect.deployments import Deployment
from prefect.server.schemas.schedules import CronSchedule
@flow
def monitoring_flow():
water_level = check_water_level()
if water_level >= 200:
signal_terminate()
@task
def check_water_level():
# Simulate checking water level
water_level = 210 # Replace with actual logic
return water_level
@task
def signal_terminate():
import os, signal
parent_pid = os.getppid() # Parent process PID
os.kill(parent_pid, signal.SIGTERM) # Send SIGTERM to parent
deployment = Deployment.build_from_flow(
flow=monitoring_flow,
name="Water Level Monitoring",
schedule=CronSchedule(cron="8 * * * *"), # Runs at 8 minutes past the hour, every hour
)
deployment.apply()
### Step 2: Serve the Deployment
In the script that serves deployments, you would do something like:
python
from prefect.deployments import run_deployment
if __name__ == "__main__":
run_deployment(name="Water Level Monitoring")
### Explanation
- Flow monitoring_flow
: Checks the water level and signals termination if a condition is met.
- Task check_water_level
: Simulates obtaining the water level.
- Task signal_terminate
: Sends a termination signal (SIGTERM
) to the parent process using its PID.
### Step 3: Handle SIGTERM in the Parent Process
Ensure your parent process handles SIGTERM
appropriately. For example:
python
import signal
import time
def handle_sigterm(signum, frame):
print("Received SIGTERM. Shutting down...")
# Clean up resources here
exit(0)
if __name__ == "__main__":
signal.signal(signal.SIGTERM, handle_sigterm)
while True:
print("Running parent process...")
time.sleep(30) # Running an infinite loop for demonstration
### Conclusion
This setup will allow the flow to run every 8 minutes, check the water level, and terminate the parent process if the condition is met, using signals to communicate between subprocesses.
### Additional Notes
- You may need to adjust the actual logic for checking water levels as needed.
- Ensure proper exception handling and cleanup procedures when terminating processes to avoid resource leaks.
For further details or assistance, refer to the Prefect Documentation or relevant GitHub Issues.Nate
07/11/2024, 11:24 PMNeil Horlock
07/11/2024, 11:37 PMNate
07/11/2024, 11:39 PMparenticide does the job nicely.the FBI is knocking at your door
Nate
07/11/2024, 11:39 PMNate
07/11/2024, 11:52 PMNate
07/11/2024, 11:52 PMMarvin
07/11/2024, 11:52 PMCronSchedule
to run at the specified time.
Here is an example in Python:
### Step 1: Create the Monitoring Flow
python
from prefect import flow, task
import os
import signal
@task
def check_water_level():
# Simulate checking water level
water_level = 210 # Replace with actual logic to get the water level
return water_level
@task
def signal_terminate():
parent_pid = os.getppid() # Parent process PID
os.kill(parent_pid, signal.SIGTERM) # Send SIGTERM to parent process
@flow
def monitoring_flow():
water_level = check_water_level()
if water_level >= 200:
signal_terminate()
if __name__ == "__main__":
monitoring_flow()
### Step 2: Handle SIGTERM in the Long-Running Script
python
import signal
import time
from prefect.deployments import run_deployment
def handle_sigterm(signum, frame):
print("Received SIGTERM. Shutting down...")
# Perform any necessary cleanup here
exit(0)
signal.signal(signal.SIGTERM, handle_sigterm)
if __name__ == "__main__":
while True:
print("Running parent process...")
run_deployment(name="Water Level Monitoring")
time.sleep(30) # Check periodically
### Step 3: Deploy the Flow with a Schedule
python
from prefect.deployments import Deployment
from prefect.server.schemas.schedules import CronSchedule
# Assume monitoring_flow is already defined as shown above
deployment = Deployment.build_from_flow(
flow=monitoring_flow,
name="Water Level Monitoring",
schedule=CronSchedule(cron="8 * * * *"), # Run at 8 minutes past the hour every hour
)
deployment.apply()
### Explanation
- Flow monitoring_flow
: This flow checks the water level and sends a signal to terminate the parent process if the condition is met.
- Task check_water_level
: Simulates obtaining the water level.
- Task signal_terminate
: Sends a termination signal (SIGTERM
) to the parent process using its PID.
- Script Handling: The parent script that serves the deployments is configured to handle SIGTERM
appropriately, performing any necessary cleanup and shutting down gracefully.
This approach ensures that the long-running script stops serving deployments and terminates once the specified condition (e.g., water level reaching 200mm) is met within the flow.Nate
07/11/2024, 11:53 PM