Tri
11/03/2024, 5:32 AMMarvin
11/03/2024, 5:32 AMget_run_logger
function to log messages, including exceptions, in a way that is tied to your flow or task's execution context. Here’s how you can handle and log exceptions using `get_run_logger`:
1. Import the necessary modules, including get_run_logger
from the prefect.logging
module.
2. Retrieve the logger within your flow or task function using get_run_logger()
.
3. Use a try-except block to catch exceptions, and within the except block, use the logger to log the exception.
Here's a basic example of how you might set this up:
python
from prefect import flow, task
from prefect.logging import get_run_logger
@task
def my_task():
logger = get_run_logger() # Get the logger within the task context
try:
# This is where you'd put your task logic
1 / 0 # This is an intentional error for demonstration
except Exception as e:
logger.error(f"An error occurred: {e}")
@flow
def my_flow():
my_task()
my_flow()
In this example, if an exception occurs in my_task
, it will be caught and logged with the message "An error occurred: " followed by the exception details. This log will include the traceback and be available in Prefect's UI, CLI, or API for easier debugging and monitoring.
For more detailed information, you can refer to the Prefect 3.x Logging Documentation.Tri
11/03/2024, 5:34 AMMarvin
11/03/2024, 5:34 AMget_run_logger
in Prefect 3.x for exception handling, you'll follow these steps to ensure that exceptions are logged properly within the context of your flow or task:
1. Import the Module: Make sure to import get_run_logger
from the prefect.logging
module at the start of your script.
2. Access the Logger: Inside your flow or task, call get_run_logger()
to retrieve the logger instance.
3. Logging Exceptions: Use a try-except block within your task or flow. Inside the except block, use the logger to log errors. You can log exceptions using logger.exception()
, which not only logs the error message but also includes the traceback, making it easier to diagnose issues.
Here is an example demonstrating these steps:
python
from prefect import flow, task
from prefect.logging import get_run_logger
@task
def example_task():
logger = get_run_logger() # Get the logger
try:
result = 1 / 0 # Intentional error for demonstration
except Exception as e:
logger.exception("An exception occurred") # Logs the exception with traceback
@flow
def example_flow():
example_task()
example_flow()
Using logger.exception("An exception occurred")
will log an error message along with the stack trace to Prefect's logging infrastructure. This allows you to see not just the error message but the exact location and context of the error within your Prefect workspace.
For more information, you can visit the Prefect logging documentation.Tri
11/03/2024, 5:35 AMMarvin
11/03/2024, 5:35 AMe
) into the logger.exception()
method explicitly. The logger.exception()
method is specifically designed to be used within an exception handling block (like except
), and it automatically captures the exception details and stack trace.
Here's how it works:
- The logger.exception()
method will automatically include the error message and the traceback in the logs, capturing the full context of the exception without needing to pass e
.
Here's a quick recap using a practical example:
python
from prefect import flow, task
from prefect.logging import get_run_logger
@task
def example_task():
logger = get_run_logger()
try:
result = 1 / 0 # This will cause a ZeroDivisionError
except Exception:
logger.exception("An exception occurred") # Automatically logs exception details
@flow
def example_flow():
example_task()
example_flow()
By using logger.exception("An exception occurred")
, Prefect's logger will record the exception type (e.g., ZeroDivisionError
), the message, and the traceback, without needing to pass e
directly. This makes debugging and log management much easier when reviewing logs in the Prefect UI or other interfaces.