Maja
04/18/2024, 10:38 AMMarvin
04/18/2024, 10:39 AMpython
from prefect import flow
from prefect.client import get_client
from prefect.orion.schemas.states import StateType
@flow
def conditional_trigger_flow(target_flow_name: str):
with get_client() as client:
# Retrieve the most recent state of the target flow
# Note: This call is conceptual; use the appropriate client method to retrieve states.
flow_run_state = client.get_latest_flow_run_state(target_flow_name=target_flow_name)
# Only trigger target flow if it is not currently running
if flow_run_state.state_type != StateType.RUNNING:
# Trigger the target flow
# Note: This is also conceptual; replace with an actual function to trigger flows.
client.trigger_flow_run(target_flow_name=target_flow_name)
if __name__ == "__main__":
conditional_trigger_flow("my-target-flow")
Remember this is a hypothetical code to demonstrate the concept. You'll need to use the Orion API Client methods appropriately to retrieve the flow state and trigger the flow run, as well as handle the required asynchronous calls.
Please refer to Prefect documentation for exact code samples and methods to achieve conditional triggering based on the flow run status.Maja
04/18/2024, 10:43 AMMarvin
04/18/2024, 10:47 AMprefect.block.remote-file-system.write_path.called
), as shown in the Automations documentation. However, this might not directly apply to FTP servers.
- Alternatively, you can consider using the Airbyte integration if Airbyte supports FTP servers as a data source. Airbyte is a tool for running ETL (extract, transform, load) syncs, and Prefect provides functionality to trigger flows based on Airbyte sync results.
- Deployment triggers and automations for flow runs can be configured in Prefect, which may be leveraged to monitor events, including potentially those from external systems like FTP servers. Deployment and Block-Based Documentation
For a custom FTP monitoring solution, you might set up a small script that runs periodically, checking for new file uploads on the FTP server, and when it detects a new file, it uses the Prefect API to trigger a flow run.
Here's a conceptual outline of how you might implement this:
python
from ftplib import FTP
from prefect import flow
# This could be a local or cloud URL, replace with your specific target Prefect instance
PREFECT_API_URL = '<http://localhost:4200>'
@flow
def trigger_flow_if_new_file_detected(ftp_server, username, password, path):
with FTP(ftp_server) as ftp:
ftp.login(user=username, passwd=password)
ftp.cwd(path)
files = ftp.nlst()
# Custom method to determine if there's a new file
# This could compare the current list with a cached list from the previous check
if new_file_detected(files):
# Trigger the flow using Prefect API or built-in Prefect triggers/automations
trigger_prefect_flow(PREFECT_API_URL, flow_name)
if __name__ == "__main__":
trigger_flow_if_new_file_detected('<http://ftp.example.com|ftp.example.com>', 'user', 'pass', '/path/to/files')
Remember, you will need to define new_file_detected
and trigger_prefect_flow
functions with actual logic and make sure you handle the Prefect API requests properly with authentication.
These suggestions should get you started with setting up a trigger based on FTP file uploads. Please consult the Prefect documentation and any specific packages or tools you decide to use for more detailed instructions.