Q: How to log a warning message of a given custom function to a log file?
16.1 Log Single to File
To log a warning message from a custom function to a log file, you can use Python’s built-in logging module. Here’s how you can set it up step-by-step:
Set Up Logging Configuration
The logging module allows you to log messages at different levels (e.g., DEBUG, INFO, WARNING, ERROR). You can configure it to log messages to a file.
Log a Warning in a Custom Function
Define your function and log a warning when necessary.
import logging# Configure logginglogging.basicConfig( filename="app.log", # Log file name level=logging.WARNING, # Log levelformat="%(asctime)s - %(levelname)s - %(message)s"# Log format)def custom_function(param):"""Example custom function that logs a warning."""if param <0: logging.warning(f"Received negative value: {param}")return"Invalid input"else:returnf"Processed value: {param}"# Example usagecustom_function(10) # No warning loggedcustom_function(-4) # Logs a warning
'Invalid input'
When custom_function(-5) is called, the following entry is logged in app.log:
2024-11-23 12:00:00,123 - WARNING - Received negative value: -5
Explanation:
Logging Configuration:
filename="app.log": Logs are written to a file named app.log.
level=logging.WARNING: Only logs messages of level WARNING or higher (e.g., ERROR).
format="...": Specifies the log format, including timestamp, log level, and message.
Logging in the Function:
The logging.warning() method logs a message at the WARNING level.
Custom messages are added dynamically based on the function’s logic.
16.2 Log Wrapper to Multiple Files
To achieve logging to a new file with a timestamped filename each time wrapper_function() runs, you can dynamically configure the logging setup in wrapper_function() before calling custom_function() in a loop.
Implementation Steps:
Generate a unique timestamp for the log file each time wrapper_function() is run.
Configure the logging to output messages to log/app-<timestamp>.log.
Inside the loop, call custom_function() and log messages for each iteration using the configured logging setup.
Use the same logging format as before.
import loggingimport osfrom datetime import datetime# Custom function to be wrappeddef custom_function(param):"""Logs a warning if param is negative."""if param <0: logging.warning(f"Received negative value: {param}")return"Invalid input"else:returnf"Processed value: {param}"# Logging setup functiondef _get_log_file():"""Sets up logging for wrapper_function with a timestamped log file."""# Create a timestamped log file name timestamp = datetime.now().strftime("%Y-%m-%d_%H%M%S") log_dir ="log" os.makedirs(log_dir, exist_ok=True) # Ensure the log directory exists log_file = os.path.join(log_dir, f"app-{timestamp}.log")# Create a logger logger = logging.getLogger("custom_logger") logger.setLevel(logging.WARNING)# Clear any existing handlersif logger.hasHandlers(): logger.handlers.clear()# Create a file handler file_handler = logging.FileHandler(log_file) file_handler.setLevel(logging.WARNING)# Set the logging format formatter = logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") file_handler.setFormatter(formatter)# Add the handler to the logger logger.addHandler(file_handler)# Return the logger instance and log file pathreturn logger, log_file# Wrapper functiondef wrapper_function(params):"""Wrapper function that runs custom_function in a loop.""" logger, log_file = _get_log_file() # Set up loggingfor param in params: result = custom_function(param) # Call custom_functionif"Invalid"in result: # Log result if it's a warning logger.warning(f"Result: {result}")print(f"Warnings for this run are saved in {log_file}")
custom_function(-1)custom_function(1)
'Processed value: 1'
params = [10, -5, -3, 20]wrapper_function(params)
Warnings for this run are saved in log/app-2024-12-14_170538.log
Explanation:
Dynamic Log File Creation:
datetime.now().strftime("%Y%m%d-%H%M%S") generates a timestamp in the format YYYYMMDD-HHMMSS for the log file.
A new log file (app-<timestamp>.log) is created inside the log/ directory every time wrapper_function() runs.
Logging Configuration:
logging.basicConfig() is called inside wrapper_function() to configure logging dynamically for the current run.
The filemode="w" ensures that each log file starts fresh for each run.
Iterative Logging:
Inside the loop, custom_function() logs messages for each parameter, which are written to the timestamped log file.
Directory Management:
The os.makedirs(log_dir, exist_ok=True) ensures the log/ directory exists. If it doesn’t, it is created automatically.
16.2.1 Example Output
Log File Path:
For a run on 2024-11-23 at 15:45:30, the log file would be saved as:
log/app-20241123-154530.log
Log File Content:
Inside log/app-20241123-154530.log, you would see:
2024-11-23 15:45:30,123 - INFO - Processed value: 10
2024-11-23 15:45:30,124 - WARNING - Received negative value: -5
2024-11-23 15:45:30,125 - INFO - Processed value: 0
2024-11-23 15:45:30,126 - INFO - Processed value: 20
2024-11-23 15:45:30,127 - INFO - Result: Processed value: 10
2024-11-23 15:45:30,128 - INFO - Result: Invalid input
2024-11-23 15:45:30,129 - INFO - Result: Processed value: 0
2024-11-23 15:45:30,130 - INFO - Result: Processed value: 20
16.3 Capture Warning
import warnings# Child function that issues warningsdef child_fn(param):if param <0: warnings.warn(f"Received negative value: {param}", UserWarning)else: warnings.warn(f"Processed value: {param}", UserWarning)# Parent function that checks if warnings are issueddef parent_fn(param):with warnings.catch_warnings(record=True) as caught_warnings: warnings.simplefilter("always") # Ensure all warnings are captured child_fn(param) # Call the child function# Check if any warnings were issuedif caught_warnings:print("Warning detected!")for warning in caught_warnings:print(f"Captured warning: {warning.message}")else:print("No warnings issued.")
parent_fn(-5) # Should capture a warningparent_fn(10) # Should capture a warning