Python library that allows logging in an AWS CloudWatch compatible way using a json format in serverless services (e.g. AWS Lambda). It is easily readable by humans and machines.
Project description
Logger Cloudwatch Structlog
Logger Cloudwatch Structlog is a Python package that contain that allows logging in an AWS CloudWatch Log compatible way using a JSON format in serverless services in AWS (e.g., AWS Lambda). It is easily readable by humans and machines. This library is a wrapper for structlog, you can replicate all the functionalities just using structlog. We decided to make this library to make easier our developments.
Installation and updating
Use the package manager pip to install Logger Cloudwatch Structlog like below.
pip install logger_cloudwatch_structlog
Usage
This library has two structlog processors and functions that configure and returns a logger ready to use in your application. Also, we provided a one-fits-all solution that you can use without taking into account any change.
Processors
PasswordCensor
Processor that censor words in event_dict
. If you log information has words that are needed to be censured, like passwords, etc., this processor replaces them with "*CENSORED*"
. You have to provide a list of string of the key to be censured as argument wordlist
.
from logger_cloudwatch_structlog import PasswordCensor
import structlog
processors = [
...
PasswordCensor(wordlist=["password", "user"])
...]
structlog.configure(
processors=processors,
...)
logger = structlog.get_logger()
logger.info("msg", peer='127.0.0.1', password="password", user="alice")
This would result among other the following lines to be printed:
event='msg' peer='127.0.0.1' user='*CENSORED*' password='*CENSORED*'
AWSCloudWatchLogs
Render a log line compatible with AWS CloudWatch Logs. This is a copy and modification of structlog.processors.JSONRenderer
. Render the event_dict
using serializer(event_dict, **json_kw)
. This class is from serverless-zoom-recordings.
Arguments:
- callouts: List of strings, they are printed in clear-text on the front of the log line. Only the first two items of this list are called out. Defaults to
None
. - serializer: A
json.dumps
-compatible callable that will be used to format the string. Defaults tojson.dumps
. - **dumps_kw: Arbitrary keyword arguments. Are passed unmodified to serializer.
from logger_cloudwatch_structlog import AWSCloudWatchLogs
import structlog
import json
processors = [
...
AWSCloudWatchLogs(callouts=["status", "event"], serializer=json.dumps, sort_keys=False)]
structlog.configure(
processors=processors,
...)
logger = structlog.get_logger()
logger.info("msg", status="wut", peer='127.0.0.1', password="password", user="alice")
This would result among other the following lines to be printed:
[INFO] "wut" "msg" {"event": "msg", "status": "wut", "peer": "'127.0.0.1'", "password": "password", "user": "alice"}
Functions
- setup_logging → Configure logging for the application.
- get_logger → Convenience function that returns a structlog logger.
- setup_and_get_logger → Configure logging for the application and return the logger. This function is a one-fits-all solution with some possibilities to change the setup.
setup_logging()
This function configure the logging for the application. It has multiple arguments that allow you to have a flexible configuration.
Arguments:
- wordlist_to_censor: List with words to be censored in the event_dict, if they are present. Defaults to
None
. - callouts: List of strings, they are printed in clear-text on the front of the log line. Only the first two items of this list are called out. Defaults to
None
. - serializer: A
json.dumps
-compatible callable that will be used to format the string. Defaults tojson.dumps
. - level: Sets the threshold for this logger to level. Logging messages which are less severe than level will be ignored. Defaults to
logging.INFO
. - noisy_log_sources: Tuple of sources that output a lot of unnecessary messages. Defaults to
("boto", "boto3", "botocore")
. - **serializer_kw: Arbitrary keyword arguments. Are passed unmodified to serializer.
get_logger()
Convenience function that returns a structlog logger.
Arguments:
- *args: Positional arguments that are passed unmodified to the logger factory. Therefore, it depends on the factory what they mean.
- **initial_values: Values that are used to pre-populate the context.
setup_and_get_logger()
Configure logging for the application and return the logger. This function is a one-fits-all solution with some possibilities to change the setup. But you cannot add keyword arguments for the logger factory, or even values that are used to pre-populate the context. If you need a more flexible solution, you can call setup_logging() and get_logger() separated.
Example,
from logger_cloudwatch_structlog import setup_and_get_logger, AWSCloudWatchLogs
import structlog
import logging
processors = [structlog.stdlib.add_log_level,
structlog.processors.TimeStamper(fmt="iso"),
structlog.processors.UnicodeDecoder(),
AWSCloudWatchLogs(callouts=["event", "context"])]
logger = setup_and_get_logger(level=logging.INFO, processors=processors)
One-fits-all solution
If you want to use this library without any change, we provide a one-fit-solution. If you call setup_and_get_logger()
without argument, you have a ready to use logger that works with AWS CloudWatch Log.
from logger_cloudwatch_structlog import setup_and_get_logger
logger = setup_and_get_logger()
The one-fits-all solution has the next configuration:
wordlist_to_censor=None
callouts=["status_code", "event"]
serializer=json.dumps
level=logging.INFO
noisy_log_sources=("boto", "boto3", "botocore")
processors = (
structlog.stdlib.filter_by_level,
structlog.stdlib.add_log_level,
structlog.stdlib.PositionalArgumentsFormatter(),
structlog.processors.TimeStamper(fmt="iso"),
structlog.processors.StackInfoRenderer(),
structlog.processors.format_exc_info,
structlog.processors.UnicodeDecoder(),
PasswordCensor(wordlist=wordlist_to_censor),
structlog.threadlocal.merge_threadlocal,
AWSCloudWatchLogs(callouts=["status_code", "event"],
serializer=json.dumps, sort_keys=False))
If you want words to be censored, just add the list in the function
from logger_cloudwatch_structlog import setup_and_get_logger
logger = setup_and_get_logger(wordlist_to_censor=["password"])
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